{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "\n",
    "## GeostatsPy: Basic Plotting of Subsurface Data\n",
    "\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PGE 383 Exercise: Basic Data Plotting in Python with GeostatsPy\n",
    "\n",
    "Here's a simple workflow with some basic plotting of tabular and gridded data. This should help you get started data visualization and interpretation.\n",
    "\n",
    "#### Objective \n",
    "\n",
    "In the PGE 383: Stochastic Subsurface Modeling class I want to provide hands-on experience with building subsurface modeling workflows. Python provides an excellent vehicle to accomplish this. I have coded a package called GeostatsPy with GSLIB: Geostatistical Library (Deutsch and Journel, 1998) functionality that provides basic building blocks for building subsurface modeling workflows. \n",
    "\n",
    "The objective is to remove the hurdles of subsurface modeling workflow construction by providing building blocks and sufficient examples. This is not a coding class per se, but we need the ability to 'script' workflows working with numerical methods.    \n",
    "\n",
    "#### Getting Started\n",
    "\n",
    "Here's the steps to get setup in Python with the GeostatsPy package:\n",
    "\n",
    "1. Install Anaconda 3 on your machine (https://www.anaconda.com/download/). \n",
    "2. From Anaconda Navigator (within Anaconda3 group), go to the environment tab, click on base (root) green arrow and open a terminal. \n",
    "3. In the terminal type: pip install geostatspy. \n",
    "4. Open Jupyter and in the top block get started by copy and pasting the code block below from this Jupyter Notebook to start using the geostatspy functionality. \n",
    "\n",
    "You will need to copy the data files to your working directory.  They are avaiable here:\n",
    "\n",
    "1. Tabular data - sample_data.csv at https://git.io/fh4gm\n",
    "2. Gridded data - AI_grid.csv at https://git.io/fh4gU\n",
    "\n",
    "There are exampled below with these functions. You can go here to see a list of the available functions, https://git.io/fh4eX, other example workflows and source code. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geostatspy.GSLIB as GSLIB          # GSLIB utilies, visualization and wrapper\n",
    "import geostatspy.geostats as geostats    # GSLIB methods convert to Python        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will also need some standard packages. These should have been installed with Anaconda 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np                        # ndarrys for gridded data\n",
    "import pandas as pd                       # DataFrames for tabular data\n",
    "import os                                 # set working directory, run executables\n",
    "import matplotlib.pyplot as plt           # for plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(\"c:/PGE383/Examples\")             # set the working directory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading Tabular Data\n",
    "\n",
    "Here's the command to load our comma delimited data file in to a Pandas' DataFrame object.  For fun try misspelling the name. You will get an ugly, long error.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "File b'sample_data_cow.csv' does not exist",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-9-75d306721f43>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'sample_data_cow.csv'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, doublequote, delim_whitespace, low_memory, memory_map, float_precision)\u001b[0m\n\u001b[0;32m    676\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[0;32m    677\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 678\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    679\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    680\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    438\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    439\u001b[0m     \u001b[1;31m# Create the parser.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 440\u001b[1;33m     \u001b[0mparser\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    441\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    442\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m    785\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 787\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    788\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    789\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[1;34m(self, engine)\u001b[0m\n\u001b[0;32m   1012\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'c'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1013\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'c'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1014\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1015\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1016\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'python'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m   1706\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'usecols'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0musecols\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1707\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1708\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1709\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1710\u001b[0m         \u001b[0mpassed_names\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnames\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: File b'sample_data_cow.csv' does not exist"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('sample_data_cow.csv')     # load our data table (wrong name!)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's Python, but there's method to the madness. In general the error shows a trace from the initial command into all the nested programs involved until the actual error occured. If you are debugging code (I know, I'm getting ahead of myself now), this is valuable for the detective work of figuring out what went wrong. I've spent days in C++ debugging one issue, this helps. So since you're working in Jupyter Notebook, the program just assumes you code. Fine. If you scroll to the bottom of the error you often get a summary statement *FileNotFoundError: File b'sample_data_cow.csv' does not exist*. Ok, now you know that you don't have a file iwth that name in the working directory.  \n",
    "\n",
    "Painful to leave that error in our workflow, eh? Everytime I passes it while making this documented I wanted to fix it. Its a coder thing... go ahead and erase it if you like. Just select the block and click on the scissors above in the top bar of this window. While we are at it, notice if you click the '+' you can add in a new block anywhere. Ok, let's spell the file name correctly and get back to work, already."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('sample_data.csv')     # load our data table (wrong name!)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No error now! It worked, we loaded our file into our DataFrame called 'df'. But how do you really know that it worked? Visualizing the DataFrame would be useful and we already leard about these methods in this demo (https://git.io/fNgRW). \n",
    "\n",
    "We can preview the DataFrame by printing a slice or by utilizing the 'head' DataFrame member function (with a nice and clean format, see below). With the slice we could look at any subset of the data table and with the head command, add parameter 'n=13' to see the first 13 rows of the dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       X      Y  Facies  Porosity       Perm           AI\n",
      "0  100.0  900.0     1.0  0.100187   1.363890  5110.699751\n",
      "1  100.0  800.0     0.0  0.107947  12.576845  4671.458560\n",
      "2  100.0  700.0     0.0  0.085357   5.984520  6127.548006\n",
      "3  100.0  600.0     0.0  0.108460   2.446678  5201.637996\n",
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       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.137453</td>\n",
       "      <td>5.727603</td>\n",
       "      <td>5823.241783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>200.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.137062</td>\n",
       "      <td>14.771314</td>\n",
       "      <td>5621.146994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>200.0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.125984</td>\n",
       "      <td>10.675436</td>\n",
       "      <td>4292.700500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>200.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.121754</td>\n",
       "      <td>3.085825</td>\n",
       "      <td>5397.400218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>200.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.095147</td>\n",
       "      <td>0.962565</td>\n",
       "      <td>4619.786478</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        X      Y  Facies  Porosity       Perm           AI\n",
       "0   100.0  900.0     1.0  0.100187   1.363890  5110.699751\n",
       "1   100.0  800.0     0.0  0.107947  12.576845  4671.458560\n",
       "2   100.0  700.0     0.0  0.085357   5.984520  6127.548006\n",
       "3   100.0  600.0     0.0  0.108460   2.446678  5201.637996\n",
       "4   100.0  500.0     0.0  0.102468   1.952264  3835.270322\n",
       "5   100.0  400.0     0.0  0.110579   3.691908  5295.267191\n",
       "6   100.0  300.0     0.0  0.088936   1.073582  6744.996106\n",
       "7   100.0  200.0     0.0  0.102094   2.396189  5947.338115\n",
       "8   100.0  100.0     1.0  0.137453   5.727603  5823.241783\n",
       "9   200.0  900.0     1.0  0.137062  14.771314  5621.146994\n",
       "10  200.0  800.0     1.0  0.125984  10.675436  4292.700500\n",
       "11  200.0  700.0     0.0  0.121754   3.085825  5397.400218\n",
       "12  200.0  600.0     0.0  0.095147   0.962565  4619.786478"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.iloc[0:5,:])                   # display first 4 samples in the table as a preview\n",
    "df.head(n=13)                           # we could also use this command for a table preview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Summary Statistics fort Tabular Data\n",
    "\n",
    "The table includes X and Y coordinates (meters), Facies 1 and 2 (1 is sandstone and 0 interbedded sand and mudstone), Porosity (fraction), permeability as Perm (mDarcy) and acoustic impedance as AI (kg/m2s*10^6). \n",
    "\n",
    "Let's make some basic spatial plots. What is the range of the coordinates and the properties? We will need to know this. Let's get the summary statistics.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td>261.0</td>\n",
       "      <td>629.823755</td>\n",
       "      <td>341.200403</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>241.000000</td>\n",
       "      <td>700.000000</td>\n",
       "      <td>955.000000</td>\n",
       "      <td>1005.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td>261.0</td>\n",
       "      <td>488.344828</td>\n",
       "      <td>166.669352</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>416.000000</td>\n",
       "      <td>479.000000</td>\n",
       "      <td>539.000000</td>\n",
       "      <td>989.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>261.0</td>\n",
       "      <td>0.620690</td>\n",
       "      <td>0.486148</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>261.0</td>\n",
       "      <td>0.150357</td>\n",
       "      <td>0.049783</td>\n",
       "      <td>0.058871</td>\n",
       "      <td>0.104893</td>\n",
       "      <td>0.137062</td>\n",
       "      <td>0.199108</td>\n",
       "      <td>0.242298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>261.0</td>\n",
       "      <td>183.711554</td>\n",
       "      <td>344.959449</td>\n",
       "      <td>0.033611</td>\n",
       "      <td>2.186525</td>\n",
       "      <td>19.977020</td>\n",
       "      <td>246.215865</td>\n",
       "      <td>2642.999829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI</th>\n",
       "      <td>261.0</td>\n",
       "      <td>4203.657220</td>\n",
       "      <td>1317.753146</td>\n",
       "      <td>1844.166880</td>\n",
       "      <td>2947.867713</td>\n",
       "      <td>4204.150893</td>\n",
       "      <td>5397.400218</td>\n",
       "      <td>7881.898531</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          count         mean          std          min          25%  \\\n",
       "X         261.0   629.823755   341.200403    40.000000   241.000000   \n",
       "Y         261.0   488.344828   166.669352    29.000000   416.000000   \n",
       "Facies    261.0     0.620690     0.486148     0.000000     0.000000   \n",
       "Porosity  261.0     0.150357     0.049783     0.058871     0.104893   \n",
       "Perm      261.0   183.711554   344.959449     0.033611     2.186525   \n",
       "AI        261.0  4203.657220  1317.753146  1844.166880  2947.867713   \n",
       "\n",
       "                  50%          75%          max  \n",
       "X          700.000000   955.000000  1005.000000  \n",
       "Y          479.000000   539.000000   989.000000  \n",
       "Facies       1.000000     1.000000     1.000000  \n",
       "Porosity     0.137062     0.199108     0.242298  \n",
       "Perm        19.977020   246.215865  2642.999829  \n",
       "AI        4204.150893  5397.400218  7881.898531  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we could type them or use commands. like this one:\n",
    "```p\n",
    "df['Porosity'].min()\n",
    "```\n",
    "to calculate the property ranges. It is natural to set the ranges manually. e.g. do you want your color bar to go from 0.05887 to 0.24230 exactly? Also, let's pick a color map for display. I heard that plasma is known to be friendly to the color blind as the color and intensity vary together (hope I got that right, it was an interesting Twitter conversation started by Matt Hall from Agile if I recall correctly). We will assume a study area of 0 to 1,000m in x and y and omit any data outside this area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "xmin = 0.0; xmax = 1000.0               # range of x values\n",
    "ymin = 0.0; ymax = 1000.0               # range of y values\n",
    "pormin = 0.0; pormax = 0.3;             # range of porosity values\n",
    "cmap = plt.cm.plasma                    # color map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing Tabular Data with Location Maps\n",
    "\n",
    "Let's try out locmap. This is a reimplementation of GSLIB's locmap program that uses matplotlib. I hope you find it simpler than matplotlib, if you want to get more advanced and build custom plots lock at the source. If you improve it, send me the new code. Any help is appreciated. To see the parameters, just type the command name:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.GSLIB.locmap(df, xcol, ycol, vcol, xmin, xmax, ymin, ymax, vmin, vmax, title, xlabel, ylabel, vlabel, cmap, fig_name)>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locmap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's add the parmaters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x22fa08c5860>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locmap(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap,'locmap_Porosity')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not too bad, eh. Was it useful to plot that data? Spatial data needs to always be considered in a spatial context. \n",
    "\n",
    "Looks like a regular sampled data set with 2 densely sampled study areas and some other samples mixed in.\n",
    "\n",
    "Also, look at the property continuity and trends.  We will talk more about these concepts soon.\n",
    "\n",
    "Maybe we can tighten up the color bar to see more details?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x22fa0752390>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locmap(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,0.06,0.24,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap,'locmap_Porosity_new_color')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The new colorbar extents improves the resolution of spatial details for our property. \n",
    "\n",
    "We will need ranges for the other variables. I'll pick some:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "permmin = 0.01; permmax = 3000;\n",
    "AImin = 1000.0; AImax = 8000\n",
    "Fmin = 0; Fmax = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's add the other properties into a composite figure with all the plots as subplots. To do this we use the subplot command, in matplotlib package to prior to the figure command to indicate that the following figure is part of a subplot and we use subplots_adjust at the end to get the scaling right. We can save our fancy figure to an image file with the file format and resolution that we need. This is great for writing reports, papers and making great looking update presentations. In GeostatsPy, I provide additional ploting methods with '_st' in the name to 'stack' images in a composite figure. The parameters are the same except there is no fig_name (figure name for the saved file) at the end as we don't want to save each subplot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ddUTEETaMq0xVPiOqp+8i6b5wh8o8SY+5+xgz+1zSI2Z2haQpku4Kj79L0gNmNl3BlfNjJMndPzOzxxRksJWSzginx6MOclMAALLX4sWLNWHss7r1FzspLy8obJ6+Tz9d/sLnmjJligYNGhRxhA0TVW7q7h+Y2ROSPlSQT05RMEPleWVgXpqyYqe7H7uBu/Zfz7Eu6YwN9HO3pLuTGBoAAGii+fPnq6qyrfLiBWu1FxX01ptvfpAxxU65ZNURPbX7J5IGrqd9ptaza6W7J/R9Ma7+fVdKujLZMWYTclMAALLX1KlTtUv3VrWFzhp79miljydPzJhiZ8S56SUKLgbXlZF5abpsUAQAADJI+/bt5V4id19rWlBZ+RL16dM7wsgax1SkPOubot7/l6J+AQAAUFfnzp319fKyddq/XlGu3l2bfTPwzUZumhwUOwEAQKO1adNGP91vsMa+NFFt2+wiszyVlS1VYfxT/fKX50cdXoO5ylRdHdk0dgAAACRBv379tLp4K42bukD79O8iM9PU+Uv19vwKnXrAgVGH12DkpslBsRMAAGyWv//9YrVseZ3GjHlYXp2vrt3a6R//GKXOnTtHHVqDmYoUU6qunn+Son4BAABQ39U33qZRV1yiex6coPw8U4fufXTNrfdkzMaZErlpslDsBAAAm6WwsFCXXfZnXXzx+aqoqFA8Ho86pM3A1XMAAIBs0KZNG11+zQ2qqKiQu6uwsDDqkDYDuWkyUOwEAABNEovFFIvFog5jMxUpZtukqO+PU9QvAAAANqSgoGDTB6UtctNkoNgJAAByl5epuoqr5wAAAEgD5KZJQbETAADksCLlcfUcAAAAaYHcNBkodgIAgBzG1XMAAACkC3LTZKDYCQAAcpdL5lEHAQAAAIjcNEkodgIAgJxlVqRYHlOFAAAAED1y0+Sg2AkAAHKWe5mqK5kqBAAAgOiRmyYHxU4AAJCzTEXKy+uTot5z5+o5AAAAmo7cNDkodgIAgJzl4uo5AAAA0gO5aXJQ7AQAADnLVKS8WKrWRfokRf0CAAAgG5GbJgfFTgAAkLPcy+RcPQcAAEAaIDdNDoqdAAAgZ5kVybh6DgAAgDRAbpocFDsBAEDOci+TV3D1HAAAANEjN00Oip0AACBnmSSr9qjDAAAAAMhNk4RiJwAAyGFFsljfFPX9vxT1CwAAgOxEbpoMFDsBYD1WrFihm2++Xa+OfVut27TSaaf9UoccMkxmFnVoAJLJy+SV06OOAgCAjVqwYIHuuuUWffbhh+rYubOOO+00/WjPPaMOC0CykZsmBcVOAKhnzZo1Ouqok/Ttgt5q1/YwfffNav35T/dp1qy5+v3vfxN1eACSyYqUl8/VcwBA+lq0aJHOOvFE/apnb52024+0sKRE/7noYpWcd66GDBsWdXgAkoncNCkodgJAPWPGvKhFCztpi3Y/lCQVFrTRFm0P1r33PKpTTjlBxcXFEUcIIGm8TF7O1XMAQPr67z336shu3bVLz56SpG7t2ulPu/9IF914ow4aOpSZR0A2ITdNCoqdAFDPxImfKD+/x1ptZnky66h58+apX79+EUUGIOmsSMbVcwBAGpv68Uc6sGfvtdpaFhWpqKpKa9as4UI8kE3ITZOCYidy0vLlyzVr1ix169ZNW265ZdThIM0MGNBHL78wUdL3BU93V7UvVefOnaMLDEDycfUcQBpYtGiR5s+frz59+qht27ZRh4M0s3XfbTVjwUIN7tGztq28slKrq13xeDzCyAAkHblpUlDsRE5xd131j+v11OOvKl9dVKXF2usnO+iaUZeroKAg6vCQJo488nDdeccjWrW6k1q17Knq6kqVrHpfhxz6I34BAbIO6yIBiE55ebkuPf8vmj15qroWbaFZaxZpnyMO1u/PO5upyah13Ckn648nnaROrVqr5xZbaHVZme746EP97ITjlZeXF3V4AJKK3DQZKHYipzz11LN64qEp6tz6uNoE8p3X3tVNN96mc8/7fcTRIV20adNGjzz6H1166TX65ON3VFgY0ykjD9UZZ5wWdWgAks3L5BVcPQcQjdtuvEUtP1uhP243QpJU7dW6d/Rren67vhp+6KERR4d0sfXWW+vim27SLVdfoyWffKT8FnH97MQTdOTRR0cdGoBkIzdNCoqdyCn33v2Y2hfvs9aV8g4td9OTTzxKsRNr6dGjh+6666aowwCQci65Rx0EgBz1+uiX9Je+R9TezrM8HdFzDz1w78MUO7GWHXfcUbc+cH/UYQBIOXLTZKDYiZyypnSNCvLWXtfGLKbKiqqIIgIARMriKZwq9GmK+gWQLbyqWvl5sbXaWhbEVbq4NKKIAACRIjdNCoqdyClDhu6jJ+79RB3bDqptW7F6pgbttWOEUQEAIuMJFoEHEJltfzBAU7/5WgM6bl3b9vaCz7TP0P0jjAoAEBly06Sg2Imc8pv/O0VvjjtVi+aUqEDdValFatF+ji659I6oQwMARMHiMq6eA4jIuRdfoN8fP1IDV3+rni06aurqBZrXOqHbRp4cdWgAgCiQmyYFxU7klNatW+vpZx/Uq6++pg8nf6p+2+2vQw45WMXFxVGHBgCIQjVXzwFEp2vXrnrgucf14vMvas70mdp353203wH7q6CgIOrQAABRIDdNCoqdyDkFBQUaOvRgDR16cNShAACilheXFXL1HEB0iouLdeTPj4w6DABAOiA3TYr/Z+++o6Oq1jeOf/fMZFJIo4VepAoK0i0IIk2xd7BiF7FgL9d2r/VnAfWKXbEg14KCiEhRVCxXQClSpYrU0NLrtP37I4FLBHSCCSfHPJ+1shbszJw8A0n2O+8+Zx81O0VERKT6ihRBsVbPRURERKQKUG1aIdTsFBERkeot4nQAEREREZFSqk3/MjU7RUREpPoycRCjS4VEREREpApQbVoh1OwUERGR6itSDMVrnE4hIiIiIqLatIKo2SkiIiLVlvHEYmIra/V8cSUdV0RERET+jlSbVgw1O6uYFStW8MD9T7JmzUYSEmK44srzufji8zHGOB0taoWFhTz55L/5bMpXRCKWnj27cN/9t1OrVi2no5XL1KnTeXrUK2RnFZBWryb33DuCo4460ulY5bJx40b++c8n+HnhCvx+L4OHnMp1112N1+t1OlrUwuEwo0e/zPvvf0owGKbTEYfyz3/dQaNGjZyOVi6zZ8/h4YeeYdu2TFJTa3DLrddw4okDnY5VLhkZGTz44JP89/v5eDyGk04+njvuGEFcXJzT0aJmrWXs2HcZ89p7FBYEaNGyMf966A7atGnjdLRyWbZsGQ888CS/rdtCQoKfa4ZdxJAh57pqrqgyIsVQpE3gRfZnzuzZvDxyJHk7M4hNSmToddfRf6D75q9/P/EYS+f9CMZwTN8BXHvTLa6bv95/510+fOtdQkUBGjRvzM333+nK+Wv044+xc/NGvLFxnH3JpZx17nmumr8KCgoYPXIUs7/8Gqyl8zFHceOdd5CSkuJ0tHL5bPIU3nnxNYry8klNq8N1d91C127dnI5VLuvXr2fkv55g3S+rMTE+Th18OpddcwUej8fpaFELBoO89uILfDXlU2woRMvDOzDirrtp0KCB09HK5fvvvuWN50dSkJNBbI1kLrnmZo7v18/pWO6k2rRCGGut0xkqXLdu3exPP/3kdIxy27RpE6efdjke25f4+HqEw8Xk5M1i2PC+DB9+pdPxonbJxcNYtCCW1KROgCEnbwV1G6zks6kfuKbJNnXqdO66/UVSEgYS46tBcSCL3OJpjB33OB07dnQ6XlRycnIYNOh8ivJ6kJjYjEgkRHbubE45rSmPPnq/0/Gidted/2TqlI0kJx2Fx+MjL+834hPnMnXaeyQlJTkdLyoLFizgsqH/IMF/IrH+VILBPHILZ/D4U9e5puEZCoU46aTBbNvSluSk1oAlO3cBnbqEeOutF52OF7XRz73MGy99R50ax+P1xpJfmE6R93MmTh5Dw4YNnY4XlfXr13PmGVcTQz/i49IIhYvIyf+KG28exBVXDHU63gExxsyz1jryDqvb4TXtnAnHV8qxfW0nOva6pGpxa226YMECRt5yC7d27UFaUhKZBQU8N/9Hzr39dtc0PEOhEJedeyZDmiVzTItGRKzl0yVrWeitxdMvvep0vKi99sLLLHnva85t3os4Xyzrs7fyVvosXhj/hqvmrzsuv4TbehxG89o1ySsO8NKcRRx+5mAuuvQyp+NFxVrL8KGX0aXIQ78WJY3mH9b/yvSinbz54QeuabJ9OukTJo18jctb9yYpNp6teVm8vGYW/3z1Gdq3b+90vKhkZmZy2ekXcmZiL1qmNiEQDjJ103fUHdiaO+6/y+l4UfvnXXdSe/1qzj78UGK8HhZu3MJrqzfwxkcTSUhIcDpeVObOncMrD93MP09rTVpKPDtzi3ho8ioG3/Qwx/WpnBqrsqk2dT93/DauJl5/bSyhQGfi4+sB4PXGkpLUlzffGE8oFHI4XXRWr17N0sXbqZncBWM8GGNISTqUbelJfPvtt07Hi9rTo17Z3egEiPWnkuDrw8inXnI4WfQmTJhEbnZzEhObAeDx+EhN7sn0aT+QlZXlcLroZGZmMmPGHFKSe+LxlJyInpjYjJzsZnz88WSH00Vv5FMvE+frS6w/FYCYmESS4gfy9Cj3vMmaNesbtqUnk5LcBmMMxnhITe7K4kVbWbt2rdPxohIMBhn71gTqJg3A640FoEZ8fSjuwhtjxjmcLnovvfQmNtiN+Lg0AHzeOFITB/DqK+8SiejWjeVmS1fPK+NDxOXeev55ru3YmbTSxcWaCQnc0KU7b7/wgsPJovfNrFkcHm/p2bIxxhi8Hg+nd2xFcPOvrpq/Jv/nI85vcTxxvpL5q2lKPU5M6ch7b7ln/vrPG69zSbvmNK9dE4DEWD83HtOZSePGumb+Wr58OTHbMhjQ8lA8xoPHeOjZrCVNii2zZ892Ol7Uxr74Gle0KWl0AtRLTOXCJj14Y7R73utMHD+BHp62tExtAoDfG8NpTfrw36mzyMvLczhddLZv3866BT9xfqfD8Pu8GGPo3KQhvWsnMe2zz5yOF7WxL/+buwYdQlpKyfdT7aQ4/nFyK9555d8OJ3Mp1aYVQpexVyHLl68hPu7wMmMejw8biScvL4/U1FSHkkVv/fr1RMK19xoPB2uzevWv9OnT5+CHOgBZWfkkxdQoMxYfV491v37nUKLy++WXtcT46pUZK2lS1SI9Pd0V309btmzB46mz16VNMd56LF/unk2bN6zfRFzsUWXGYmISyczMdShR+a1du47wvn62w7XZsGEDLVq0cCBV+eTm5mJsDTym7BnmNWIbsmL5UodSld+KX9aSENe9zJjH4yNUFENRUZFrzgKoMkws+LUvksi+pG/aRLMjm5UZq5mQQFGOe+avDb+to3Xq3r8XW6fWcNX8leJNwOcpO381T67PZytXOZSq/NavXs3ZbeqXGfP7vCR6Pa6ZvzZs2EDz+L2vLGoen8SG9evhmGMcSFV+wbxCEv3xZcYOqVmPd9e6Z95a98saWtco+/1kjKGevxbbtm0jMTHRoWTR27RpE4ck752zdc0Ulq1xz8/2zm1baFqn7JYaaSnx5Gf/5lAil1NtWiF0ZmcV0uPII8gvLPsLIRwOEOMvJjk52aFU5dOmTRs8vvS9xn3+dDp2PMyBRAemfv1aFAfKnv2YV7Cewzu0dShR+XXr1pFQeFOZMWsjWLuDJk2aOJSqfJo2bYq127C27Gp/2G6ia9cODqUqv3aHtSa/YGOZseJAJg0b1nEoUfl16NAen2/LXuNebzqtW7d2IFH5paam4o0pJBwJlBnPK1pHl+6H7+dZVU+3bofvY64oJj4hQnx8/H6eJfsV0eq5yP4c0qYNy7duLTOWnpNDSlpdhxKVX9v2h/Hzjr3P8lq8I9dV81cORRSHgmXGf8lcT/vO7qmH2nY8gkUby75PyC8OUIDHNfNXmzZtWJabudf4srxM2rR1z/uEGrVSyCgsu2ixdNt62nZwxyXsAId17cDqvPVlxsKRCJsDO12z3+UhhxzCL5k5/H5rwZ+3Z9C2wxEOpSq/Rs1a8sumsj8Xv23PpVY9d2yxUeWoNq0QanZWIUOHXkBSygqysldgbYTi4kyy86Zwy61Xu2b/l8aNG3Ncnw5kZH9FKFTSVMjInkurNjF0c9GG1/fcexN5gWkUFKZjrSU3/zfC3u+59bbhTkeL2imnDCKt/jYysxZhbZhgMJfM7OlcfPHp1KhR488PUAUkJiZy4UWnkpUzg2Awl0gkRGb2ItLq7+SUUwY5HS9qt902nIjnW/Ly12OtpaAwnYLAdP5xzwino0WtR48etGodQ2bWj0QiQUKhQjKyv6Zf/yNcs1eYx+PhpluvYlv+JxQFMrE2QmbuL8Sl/sIll5zvdLyoXXHlJcQnLSE7dxXWRigq3klWGDPrHQAAIABJREFU/mTuuPM6V93goUqxlfTxJ4wxTYwxXxljlhtjlhpjRuzxuRuMMStKx5/YY7yjMeaH0vHFxpg4Y0ySMWbhHh87jDHP/OV/F6n2rrjhBl5ZvpRl6Vuw1rJ2xw5Gzf+Rq2+5xeloUevRowdb42ry0cKVFAVD5BQW88p/l9Cs85Gumr8uveFqXlk9le0FWURshAVbV/JNYBXnXeSe+ev8oZfy/rqtzF23kUjEsjEzm0dm/chlN9zomvnrkEMOoV6Hdoxb8hN5xcUUBgNMWP4zgQZ16NSpk9Pxojbs9pt4ceVXbMjejrWWZds3MH7bQq644Vqno0Xt1DNPZ1nsJuZuWUw4EiGzKJux66Zw5qXnuqZ5npKSwjGDTubZH+aRWVBIIBRm6vJVLA5Cv/79nY4XtSuuv5X/m7GBJet3Yq3ll02ZPDjlV6688Q6no7mXA7WpMabt7+rJHGPMTcaYJ40xvxhjFhljJhpjUksfP8AYM6+0Hp1njOlbOp5gjJlS+pylxpj/q9B/myjpBkVVzNatW3nmmZf47/fzSKtXmxtuuJzevXs5HatcIpEI48a9x7h3JhIKhjj9zBO46qpLXXXHS4BFixYxauTL/PrrBg4/vA233jbcFZc67Sk7O5sXnn+VGTO+JSk5kauuOp9TTjnZNQUllGwE/8knn/Laa++Sl5vPCSf0Zvh1V7nmbOdd1qxZw8iRL7Jk8S+0aNGMW269xjU3u9qlsLCQV199k48/no4/JoaLLj6TCy4Y4prFmF1mzfqG0f9+gx3bd3LMsd24ccQ11KtX78+fWIVs3ryZZ0a9yJw5C6nfII0bR1xBz57uuHRuX5zeBH7uB5WzCbz3sD/eBN4Y0wBoYK2db4xJAuYBZwD1gHuAk621xcaYNGvtNmOMD5gPXGyt/dkYUxvIstaGf3fcecDN1tpvKuWFSbm5uTZds2YNY54bzepfltO4eXOGDh/uyvlr7Btj+GbaFGL8fk4861zOHXK+6+avb2Z9wzsvjiFjx046H92dK6935/w15oXRLJk/jzr16nHBlddwTM+eTscql3A4zHvj/sO0jyYQDofpf+opXHTZpfj9fqejlcuCBQsY8+8X2bJxE20Pb89VI66jefPmTscql4yMDMa8+Bo/fPUdySkpDL7yQk4cdKLTscrFWsvkSZOY9J93KCwo4Ji+/Rh61dWuuRHrLitXruTNl55l3eoVNGnekqHDRrjmZlf7Ul1r012MMV5gE3Ak0Bb40lobMsY8DmCtvdMY0xnYaq3dbIw5HJhurW1kjEkAjrTWfmWM8QMzgUettVMr5UXt7zWo2SkiIiJOcrSgbJ9g546tnEtZvd0Wlet1GWMmAaOBq4BXrLVf/O7zJwEXWGsv+oNjtAa+BJrav2OR51KqTUVERNyjutemxpiBwAPW2p6/Gz8TOMdae+Hvxg2wA2horS3+3eeeBZZYaw/q3Xl1gyIRERGpvkwsxLWspIMvij6GMc2BzsAc4EmglzHmEaAIuM1a+yPQBrDGmOlAXeA9a+0TvzvU+cD7anSKiIiIuFDVqE2HAO/uY/xy4P19jJ8NLNhHozMVOBV4thwhK4SanSIiIlJ92WIoXFNZR69jjNnzdL5XrLWv/P5BxphE4CPgJmttTunl6jWBo4DuwAfGmBaU1G3Hlo4VADNLzzyYucfhhgAXV87LEREREZFK5XBtWnrp+WnA3b8bvwcIAeN+N34Y8Dgw8HfjPkoapv+21q6tsFcQJTU7RUREpPoysRDXqpIOvmjHn10qZIyJoaTROc5aO6F0eCMwofTszLnGmAhQp3R8lrV2R+lzPwO6ULIXEsaYIwCftXZepbwcEREREalcDtemwCBgvrV26+5IxgwFTgH67Xn1kDGmMTARuMRa+/sO7SvAKmutIzfNVLNTREREqq9IMRRU2ur5Hyrd3+h1YLm1dtQen/oY6At8bYxpA/gp2QdpOnBH6cbvAeA44Ok9nnc++77kSERERETcwMHatFSZetIYcyJwJ3CctbZgj/FUYApwt7X2+z0PYIx5GEgBrjwoifdBzU4RERGpvjyVuS/Sz3/2gJ6UXHK+2BizsHTsH8AYYIwxZgklTc2hpavomcaYUcCPgAU+s9ZO2eN45wEnVeALEBEREZGDycHatHRBfQBwzR7Do4FY4POSdXpmW2uHAdcDrYD7jDH3lT52ICWL9PcAvwDzS58z2lr7WsW9jj+nZqeIiIhUX5FK3RfpD1lrvwPMfj69zzuuW2vfAd7Zz+daVFA0EREREXGCs7VpAVD7d2P7vKbeWvsw8PB+DrW/+vagUbNTREREqjfdt1xEREREqgrVpn+Zmp0iIiJSfVXqJvB/ehm7iIiIiMj/qDatEGp2ioiISPXl/CbwIiIiIiIlVJtWCDU7RUREpPryxEF8Za2eL/zzh4iIiIiI7KLatEKo2SkiIiLVV6RIq+ciIiIiUjWoNq0QanaKiIhI9eWJw8S1rKSDL6ik44qIiIjI35Jq0wqhZqeIiIhUX1o9FxEREZGqQrVphVCzU0RERKqvSt0XqfqsnouIiIhIBVBtWiHU7BQREZHqK1wM+Vo9FxEREZEqQLVphVCzU0RERKo363QAEREREZFSqk3/MjU7RUREpPryxEJ8ZW0CP7+SjisiIiIif0uqTSuEmp0iIiJSfUWKIX+t0ylERERERFSbVhA1O0VERKT68sRCQmWtns+rpOOKiIiIyN+SatMKoWaniIiIVF9aPRcRERGRqkK1aYVQs1NERESqL08sJLSopIP/VEnHFREREZG/JdWmFULNThEREam+wsWQp9VzEREREakCVJtWCDU7RUREpPryxEKNytoXqfqsnouIiIhIBVBtWiHU7BQREZFqzUaM0xFERERERADVphVBzU6HrVu3jjlz5lK7di169+6N3+93OpKIiEj1EdGlQiK7WGtZtmwZSxYvoVHjRhx99NF4vV6nY4mIiFQfqk0rhJqdDrHW8tBDTzDho+8IFjfD6ysgKXkUY98ZTYsWlbUZrYiIiJThiYPEyrpUaG4lHVek4oVCIe64/hbylm/i0Jh6/BTJ4fn4UYx++1Vq167tdDwREZHqQbVphVCz0yFz587lw/E/kpp0Fiax5BTlwqLtXDf8TqZOG+9wOhERkWoiXAy5Wj0X+eiD8cSvyObi1ifuHvt5+xr+7/6HefL5px1MJiIiUo2oNq0QanY65P33JxPj7Ygx/9uLIT6uLtu3hUhPT6d+/foOphMREakmvLFQo7KuqJhTSccVqXjTJ3zKJY27lxnrWKcFH83/AGttmZpVREREKolq0wqhZqdDfD4v1kb2GrdE8Hg8DiQSERGphrR6LgKA8XiIRPauTcEe9CwiIiLVlmrTCqFmp0OGDDmdaVMfxNqmGFPS3Cwo2EzjpomkpaU5nE5ERKSa8MRColbPRU4ZfBZTn/uQC1r12T3249aVdOrZQ2d1ioiIHCyqTSuEmp0O6dKlC1ddfSJjXh9PKNgUn6+AmrVzeOGFF5yOJiIiUn1EiiH3V6dTiDju9DNPZ9GP8xj53SccGlefLeEcCur4ePb+F52OJiIiUn2oNq0QanY66IYbhjF48FksWLCAmjVr0q1bN13CLiIicrBZnbUm4vF4eOD/Hmb9+vUsW7aMhg0b0qFDB53VKSIicrCpNv3L1Ox0WFpaGieccILTMURERKqnSr1U6IdKOq5I5WnatClNmzZ1OoaIiEj1pNq0QqjZKSIiItVXuBhydKmQiIiIiFQBqk0rhJqdIiIiUn15K3P1/L+VdFwRERER+VtSbVoh1OwUERGR6iusTeBFREREpIpQbVoh1OwUERGR6ssbC0mHVNLBv6+k44qIiIjI35Jq0wqhZmcVFIlESE9PJzk5mcTERKfjHLCMjAxCoRBpaWlORzlgRUVF7Ny5k7p16+L3+52Oc0CstaSnp1OjRg2Sk5OdjnPAsrOzKSgooH79+q69M2wgEGD79u3Url2buLg4p+McEGst27dvx+fzUatWLafjHLC8vDxycnKoX78+Ho/H6TgHJBwOs3XrVlJSUqhRo4bTcdwrXIzVvkgif0jzV9Wh+avq2LlzJ+Fw2NXvdQoLC8nIyCAtLY2YmBin4xyQXe+dExMTXf1eJysri6KiIurVq+f69zp16tQhNjbW6Tjupdq0QjjS7DTG3AxcCVhgMXAZ0AB4D6gFzAcuttYGjDGxwNtAV2AnMNhau86J3AfDtGkzePBfzxAM1CBi8+jbtyuPPHq/qxptW7du5Ybr72LN6h1gvNRNi+G55x6ldevWTkeLWiQSYeRTzzH+/al4ScF6shk2/CIuvewip6OVy9y5P3LH7Q+RlxeDtYV06dKKUU8/QlJSktPRopaTk8PNN9/Dgvlr8HjiSUoK8cST99G9ezeno5XLmDFjefHFd7A2BWw2g4ecxK233uCqNyorV67kxhvvYce2INaGadW6Ls+N/j9XFfmBQIC773qQWV/Pw2MSifHnc/8/b+aEEwY4Ha1cJk/+jEcffY5gIBFrcxl4wtE8+OA/XPtGxVGVesfL6rN67naqTffvP2+9zfgxb1M/NpFtRXn0PeMUrr3pRtfNX/+69R/4cgIEI2GSmqbx0NOPu27++r8H7mfZnLnUiY9jayDIsDvuoN8Ad81f0z77lDeeG0mjRC9bc4vpcHQfbv3H/a6avzZv3sy/br+d4I5teI0hlJjMfU88QYsWlTWXVLxIJMJzI5/i+2lTaJCYwOb8Is678mrOHXK+09HK5Yf//pdRDzxCSjiG3GAhzY5oxwOPP+KqJnpWVhYP3nkHO9auoUZMDDleH7c/9DCdOnVyOlrUrLW8PeZ1prz3Do0SY9mUW0T/M8/hquHXu7Zx6yjVphXCWGsP7hc0phHwHdDeWltojPkA+Aw4CZhgrX3PGPMS8LO19kVjzHCgo7V2mDFmCHCmtXbwH32Nbt262Z9++qmyX0qFW7ZsGRcMuY3k+DPwemOx1pKV8yMnnV6PRx+93+l4UbHWMmjQuWxP70hijaYAFBXtwBMzky+/mkB8fLzDCaPz2mtv8uLTX5OW1A9jPEQiIbblTebxZ4YxYEB/p+NFJT09nZMGDSUu5lRiYkrOEM7J/YWOnbJ46+2XHE4XvYsvuoYli2qRnNQWgGAwl+LQp0ydNtY1b1KmT5/Bbbe+QmrSiXg8PqyNkJXzFSNu7s8VVwx1Ol5UCgoK6Hf8WRAaSFxsbQDy8n+jbsMlTPnsfdcUMnfd+U9mTNlJalJXjDGEwkVkF07ivQ9GceihhzodLyqLFi3iogvvJrnGabvniuzcuZx1dlMe+OfdTsc7IMaYedZaR1YwurVMsnOeqJw3FL5zvnPsdUn0VJvu3+fTpzPx8dFc3+E4YrxeIjbCW8tm037IyVx02aVOx4tKQUEBFww6k2sa9aFBYskZnSt2bGByaAVjJ33gmvnr0fvvo86aNZzarg3GGPKLi/nnd7O554UXXDV/PXf3cB47rSMJsTFYa3l37lpymh7FLXff63S8qEQiES4+43SuOqQJ7eqX1KG/ZWTy5KLljJv8qWtOUHn9pRfZ/uVnXNG9Ax6PIRAK88isHznvzvvpfdxxTseLysaNG7lpyOXc0nYAKXEJAHy/eQUr61ueevE5h9NFb/jQSxiU4OPIZk0A2J6Xz7/+O4+XPvzINWehT5n8Cd+MeY47jj8Cn9dDJGJ55ptFdDjnMs4ZPMTpeAdEtan7ObUk6wPijTE+IAHYAvQFPiz9/FvAGaV/Pr3075R+vp9xS1VSTq+/Ng4fR+L1lpzybYwhNbk7M6Z9TyAQcDhddBYtWsS2dP/uRidAXFwd8vMaM3Pmlw4mK5+xb35EncTjMKbkR8Tj8VEz7nhefP5th5NF74MPJhIKHLa70QmQnHQoS5ZsZuvWrQ4mi156ejpLl27Z3egEiIlJIlh8GB98MNHBZOXzwgtvkxjfG4+n5GR6YzwkJx7LW29++CfPrDo+//wLCvOb7W50AiTWaMbWLV6WLFniYLLoFRUV8fnnP+xudAL4vHHE0J0xr//H4XTRe/mlsfi9R5WZK1KSujN58leEQiGH07mUNZXzIW6i2nQf3n/9LS5p050YrxcAj/EwpE03Pnn3A4eTRW/m51/Q1d9od6MToG2dJqTmGlfNXwu+/XZ3oxOgRmwsF7ZtxUfvjHU4XfQ+HDuGq45qRkJsyVmcxhiGdG/B7K+mu2b+mjdvHi18ZnejE6BZrZp0S67BrFmzHExWPtMnfsjQrofh8ZR8P/l9Xq7q0o4P3nzd4WTRm/jeeAbVOXR3oxOgZ8O2bFq6moyMDAeTRW/9+vXY7Vt3NzoB6ibWYFDj+nw6aZKDycpnwtg3ufboQ/F5d713Nlx1VDsm/cc9v5+qHNWmf9lBv4zdWrvJGPMUsB4oBGYA84Asa+2uWW4j0Kj0z42ADaXPDRljsoHawI49j2uMuRq4GqBp06a4UXr6Tvz+siuzJQVNHIWFha5YKczMzCQcTthrPBJOZNu27Q4kOjBFRUFqxJT99/bHJJORkelQovLbsmU7Pt++9q1JJCsri3r16h30TOWVmZmJx+x9yb3Pl0R6unu+n7Iys8s0nQG83lgKi4IOJSq/bdt2EAnvfUmQjSSSmemOn4uCggI8xO11Fo8/JpX09FUOpSq/bdt2EONvUmbMGA/WxhAIBPD5tB13uVTqJvDfVtJxpSKpNt2/nKxsajYq+7s/PsZPOOCe+Wvnjh2keveuTWv5arhq/kr2+/eav9KSEslwUX2duWM79ZqU/b/weAwJMR7XzF+ZmZnUjd37PVlaXCwZO3c6kOgAhcL4fd4yQ/WSE8lc5J59AjO276BJ3N7vE2r5E8jOznbFWZFZWVnU3ceVj2k14lm9fZsDiQ5MXm4OKfEty4wlxsYQKCp0KJHLqTatEAf9zE5jTE1KVsQPARoCNYBB+3joruvr99V+3uvae2vtK9babtbabnXr1q2ouAfVwBOOJb9wRZmxQDCXlFTjms2WO3bsiNe3EWsju8estcT419Gz59EOJiufQ9sdQm7BpjJjGbnLOK6Pe17DgAG9CEfWlBkLhwP4fDs55JDK+uVZsVq2bInHu4NwuOyZzeHIGgYM6OVQqvLr1asH2Tllf7bzCzbR/rCW+3lG1XPssUfj9a9jz61PrI1gvBvo2LGjg8miV7NmTZJTDMFgXpnxgqIVDDzhWIdSlV//AceSn/+7uSKQTd26CSQk7P2GXv5EuBiy11XOh7iCatP963x0D+ZuXFtmbNWOdJq1aeVQovI78pijWVCwocz8FY5EWFqw2VXzV2GMn4yCgjLj3/22ge59+jgT6gB0O7YPX69ILzOWnp0PCSmumb86derEnG07iUT2rIcs/922k+49ejiYrHzqNmnK2h1lz36ctXodPY7t7VCi8juqTy9+3LmuzFhBsJjNoTzXLDC1adOG5ZnZBELhMuPfbt5Kj17u+b/o0LUHP67bXGbs543baNHuMIcSuZxq0wrhxPJZf+BXa+12AGPMBOAYINUY4ytdQW8M7Ppp2Qg0ATaWXlqUArjjvPRyOu+8s/lw/BQ2/Po9cbGtCQQyMDELGPXYg67ZT6hWrVpcdfW5vPjCJHyezng8MQSCixl0Ugfatm375weoIh741+1cOOQ6duR0IMHfgILAOhJqr+WGG99wOlrU+vQ5jk6d32fhgq/wx7QjFMrDmvk8/MgIV5wlDOD3+7nn3ht44P4XMbYzPl8ixcHldO6SSK9e7ml2jrhpGN9+ezlZGQXExjahuDid+BrLeeCBF5yOFrV27dox8ITDmfbZdGJ9HYhEggTtfIZfdx6pqalOx4uKMYZHHrub64Y9AIWd8cfUpCiwmqYt8zjnnLOcjhe1iy8+n0kfT2fThh+IjW1JcfFOfP6fefSxR52O5k7eWEiurAWgbyrpuFLBVJvux5XXD2f4hUPJChbSvlZD1mZvZ1rGrzw15mWno0WtXbt2ND+2I2O+n0mftPYEwiGmbV3EqUPdNX+NuPdeHvzH3Zx3SHMapCTxw8bNLMHDC2e5Z/469/wLGT59CsU/rOaYlnVYvzOfcT9v5dZHn3U6WtTS0tLoc9Y5PDz5Y85q3RKvx8Ona36lTa/errpB0Yh/3Mu9w6/h7Bb1aVWnJgs2b+fLnfk8//jVTkeLWr8B/fn43fG8u/K/HJ3WkszCfCZvXcx1D9yO1+v98wNUAXFxcVx43fXc99LzDG7TgqTYWL5Yt55Qk+YceeSRTseL2pXX38iIyy5mW14RHRrWZnl6JhN/3cmTr7zpdDR3Um1aIZy4QdGRwBigOyWXCr0J/AT0Bj7aYxP4RdbaF4wx1wEd9tgE/ixr7Xl/9DXcugk8lOzJ88knn/LlzB9o0qQ+F18y2DUrU3tasGAB48ZNoLg4yDnnDKJ3796uadjusn37dt55531W/vIrXbsdznmDz3bNGba7hEIhZsz4nMmTZ1K7ViqXDD2PNm3aOB2r3FauXMnbb33AzowsTj21HyecMNA1RcwuOTk5vPvueObPX0q7di256KLB1KlTx+lY5WKt5ZtvvuHDD6cSF+vnggvPpHPnzk7HKrf169fz9lvvs3FjOn37Hc3pp59KbGys07HKpbCwkIkTP+GbWXNo1qwRlwwdQqNGjf78iVWU45vAP9q1Uo7tGzKr2mwC72aqTf9YTk4OE94fz4pFi2nWpjXnnO/e+euLSZ8RE+vn1PPOcu38NeHdd9m+ZTNdeh7LKaed5sr569NPJvHznO+p16gJZw250JXz17x58/jsow8JhUIMOO10evbs6br3Otu2beOj995l49o1tO/chdPPPofExMQ/f2IVEgwGmTFtGt/N+IqadWtz1gWDadXKPWee77J8+XImvfce+Xm59Bp4Av0HDMDjcer2KgcmOzubiePfZ/XSJTRrcyhnDx7iiq0E9ke1qfsd9GYngDHmX8BgIAQsAK6kZP+j94BapWMXWWuLjTFxwFigMyWr5kOstWv3eeBSbi4oRUREqhtHC8rWdeycZ0+tlGP7Tn6z2hSUbqfaVERERHZRbep+juwCba19AHjgd8Nrgb02OrHWFgHnHoxcIiIiUr3YcDG2mu1hJHtTbSoiIiJVgWrTilH1b3lXxaxfv55PP52GtZZTTjmRZs2aOR1JREREDpQ3FpKbO51C5IAtX76cb76cQUKNJE446RTS0tKcjiQiIiIHSrVphVCzsxzGjfuAJ594g3CwHQCvvjyJm265kEsvvdDhZCIiInJAdt3x0gHGmCbA20B9IAK8Yq191hjzECV3B48A24BLrbWbjTGnAw+VjoeAm6y13xljmgETAC8QAzxnrX3p4L8iOdieffIxVv8wlZPap5BXHGbEe68x7K5HOK7P8U5HExERkQPhbG2aCrwGHA5Y4HJr7Q+ln7sNeBKoa63dscdzugOzgcHW2g/3GE8GlgMTrbXXH7xXUULNzihlZGTw1FOvk5RwLh5PyT9bJNKeZ555m5NPHkjdunUdTigiIiLlZ8A6dlOJEHCrtXa+MSYJmGeM+Rx40lp7H4Ax5kbgfmAYMBP4xFprjTEdgQ+AQ4EtwDGl+0kmAkuMMZ9Yazfv64vK38OyZctYM3sqT57XfveNUY4/rAHXPf4ARx/TE7/f73BCERERKT9Ha9NngWnW2nOMMX4gAXYv0A8A1u/5YGOMF3gcmL6PYz0EzKrcuPunZmeUZs+eTSjQHE/C//7JPB4foeIW/PDDD5x22mkOphMREZED4vU7dqmQtXYLJY1KrLW5xpjlQCNr7bI9HlaDkpV1rLV5+xkP7DEeC7jrFq5yQL75cgYntU8tcwfopHg/HRvEsnTpUlfebVxERKTac6g2LT0TszdwKeyuL3fVmE8DdwCTfve0G4CPgO6/O1ZXoB4wDXDkhkhqdkYpPj4ejye417jXGyQ+Pt6BRCIiIvKXhQKQ9VtlHb2OMWbPW3C/Yq19ZV8PNMY0p+Tu3nNK//4IcAmQDRy/x+POBB4D0oCT9xhvAkwBWgG366zOv7/4hETyA6G9xvOKI6pNRURE3Mq52rQFsB14wxhzBDAPGAH0AzZZa3/ec4HVGNMIOBPoyx7NTmOMBxgJXFz6XEeo2RmlY445hvgajxMIZOP3pwAQCOQQG7+BY4891uF0IiIickC8fkhpXllH32Gt/dPV7NJLzz+iZA/OHABr7T3APcaYu4HrKb1TuLV2IjDRGNObksuD+peObwA6GmMaAh8bYz601m6tjBclVcMJJ53CrePfoE/7IIlxMQCs2pzFpqI42rZt63A6EREROSDO1aY+oAtwg7V2jjHmWeCflJztOXAfj38GuNNaG96zCQoMBz6z1m743fhBpWZnlGJjY3n11ScZfu3d5OanYDDExWfw0otPaPVcRETErcIBbOWtnv8pY0wMJY3OcdbaCft4yH8oOWPzgT0HrbXfGGNaGmPq7LlJfOmNjJYCvYAPkb+t+vXrc+Vt/2L4Uw9yRINY8gIRNhbG8fDTL+LkmwsRERH5C5yrTTcCG621c0r//iElzc5DgF1ndTYG5htjelByefp7peN1gJOMMSHgaKCXMWY4kAj4jTF51tq7DuaLUbOzHDp06MCsbz5hyZIlWGs5/PDD8Xq9TscSERGRA+WNxVTe6vkfMiXV4evAcmvtqD3GW1trV5X+9TTgl9LxVsCa0hsUdQH8wE5jTGNgp7W20BhTE+gJjEL+9o7v15+evXqzZMkS4uPjOfTQQ9XoFBERcTOHalNrbboxZoMxpq21dgUll6DPt9buvhTdGLMO6Fa60H7IHuNvAp9aaz8GPt5j/NLSxx/URieo2VluHo+Hjh07Oh1DREREKkK4GJvp2JmdPSnZz2ixMWZh6dg/gCuMMW2BCPAbJXdiBzgbuMQYEwQKgcGljc92wEhjjAUM8JS1dvHBfCHiHL/fT5cuXZyOISIiIhXB2dppmPp7AAAgAElEQVT0BmBc6Z3Y1wKXORXkr1KzU0RERKovbywmtbkjX9pa+x0lzcnf+2w/j38ceHwf458DWokVERERcTtna9OF/MHd0621zfczful+xt8E3vzrycpPzU4RERGpvkKOrp6LiIiIiPyPatMKoWaniIiIVGvWOp1ARERERKSEatO/Ts1OERERqb4cvEGRiIiIiEgZqk0rhJqdIiIiUn2Fi7FZ65xOISIiIiKi2rSCqNkpIiIi1ZeDm8CLiIiIiJSh2rRCqNkpIiIi1Vc4gM3QJvAiIiIiUgWoNq0QanaKiIhI9eX1g1bPRURERKQqUG1aIdTsFBERkeorFMBmavVcRERERKoA1aYVQs1OERERqd6scTqBiIiIiEgJ1aZ/mZqdIiIiUn35YnWpkIiIiIhUDapNK4SanSIiIlJ9hYp1qZCIiIiIVA2qTSuEmp0iIiJSfXljMVo9FxEREZGqQLVphVCzU0RERKqvcDE2Q6vnIiIiIlIFqDatEGp2ioiISPXljcXUbOZ0ChERERER1aYVRM1OERERqb5CAWzGeqdTiIiIiIioNq0ganaKiIhI9eXzQ82mTqcQEREREVFtWkHU7BQREZFqy2r1XERERESqCNWmFUPNThEREaneIsbpBCIiIiIiJVSb/mVqdoqIiEi1ZXx+TC1tAi8iIiIizlNtWjHU7BQREZFqy4YCRHbqUiERERERcZ5q04qhZqeIiIhUW8brx6PVcxERERGpAlSbVgw1O0VERKTa0uq5iIiIiFQVqk0rhpqdIiIiUn35YjE1tXouIiIiIlWAatMKoWaniIiIVF+hYq2ei4iIiEjVoNq0QqjZKSIiItWXLxZP7aZOpxARERERUW1aQdTsFBERkeorFCCyY4PTKUREREREVJtWEDU7q6CdO3eyePFi6tatS/v27THGOB2p3EKhEPPnzycYDNK1a1fi4uKcjnRA1q5dy2+//UabNm1o1KiR03EOSE5ODgsXLiQpKYkjjjgCj8fjdKRyi0QiLFy4kLy8PDp16kRycrLTkQ7Ixo0bWbVqFc2aNaNFixZOxzkghYWFzJ8/n5iYGLp06YLP575pxFrLsmXL2L59Ox06dKB27dpORzog27dvZ+nSpaSlpdGuXTtXzhVVhbX6txP5I5q/qgbNX1VHMBhk3rx5RCIRunbtSmxsrNORDsjq1avZuHEjbdq0oWHDhk7HOSDZ2dn8/PPPJCcn07FjR9e+11mwYAH5+fl06dKFxMREpyMdkPXr17N27VqaN29O8+bNnY7jaqpN/zr3zfJ/c6NGjeadsVOIhBvj8ebSuImHN98cTa1atZyOFrXFixdzzTV3UphfB/Dii/kXjz9xN337Hu90tKgVFRUx7JqbWfLzNgjXAV86xx1/OE8+9ZCrJtBx4z5g1FOvl3w/eYqpWTufN978N02aNHE6WtTWr1/P5UNvJCczCSLxRLyPcNsdVzLk/HOdjha1cDjM7bfdx6yvlxAJ1cfj20mHI+rx0kujXLUQ8MUXM7nrrscJBRthCJNQYwevvPokhx12mNPRopaRkcFlQ69n6wYgnEzY+yQXDT2ZETcPdzpa1Ky1PP7403zw3hfYcCM83myaHRLLG2+OJiUlxel47uP146mlS4VE9iUcDvPwfXexedlcjmgQz8fbi/HVa8UjI59z1fz11cyZPP/IQ3Stk0ogYnkqN58HRj3ruvnrlquvJSk7SJo/kRdy0ul33ulcc8N1TkeLmrWW50aOYvanUzkitQ6bigooSE1k5Msvumr+WrhwAY/dO4Juzbz4vIZnHynmxrsfo+exvZ2OFrWCggJuueZm8lZlU8/UZV14A0f068y9j9znqvc6/3nrHT54aSzt45qQHSlgR0IRT78+2lWN219//ZUbL72FlOy6xEYSeMT3BNfecxVnnH2609GiFgqFuP+2u9i8cDmtEuowtjCD1EOb8dizo/D7/U7Hcx/VphXCWGudzlDhunXrZn/66SenY5Tb999/z7BrRlEz+WSMKZlkcnJX07lrFmPeGO1wuugEg0GOO+50bPAE/P6SoiUULqSweCJfzHzPNU3bhx96gonvbaJ2StfdY9uzv+KWuwZw8cUXOJgseqtWreLcs28iJeEsPJ6SdY2CwnTq1J/Pp5+954pVdGstJw8aTG56d2rENwAgEgmxo3A84yf+m5YtWzqcMDpvvfUOo56YSa2UPrvHMnN+4tzzm3LPPbc7F6wcMjIy6N9vCAmxZ+H1lrzBLQ5k4Y2ZwaxvPnHNGTKXDR3OmgUNSK1R8r1jbYTNuR8z+rVbOfroox1OF52ZM7/klhEvUTNp0P/mirwVdD+mkJdeetrhdAfGGDPPWtvNia/dpXFN+82NfSvl2El3TnDsdUnV4tba9N133mbr12MZ1rf17rGPfvyNHQ17MeL2uxxMFr2MjAyGnX0mT/Q9msTYkjfd6Tm5PPjjEv4zZapr5q8RVw7jmLwaHFGv5A69ERvh2UUzufSxf7hm/vpy5kwmP/EMN3Y5Bk/p/DVnw6/MqxnL4/9+1uF00QkEAlx8Vj+eubgBaanxAOTkB7j29d945d1prrn66JH7HiY8M58j65RMUdZaPkmfSv87Tuasc89yOF10li1bxkOX38n1rc7E5/EC8GvWJqbFLOXNj8Y5nC461lrOGnAuR2ecQlpcyXudYCTAhMLXeXnyv2na1B0NrzdffZ0NH33FOW2O3D326ZoF1BjQieE33ehgsgOn2tT93LNsUw289daHxPm77X7zCpCc1IqFC1dTUFDgYLLozZs3j8L8OrsbnQA+bzzB4lZ88cVMB5OVz5RPv6JWcucyYzVrHMW4dyY6lKj8xn8wCRPuuLvRCZAQX5/09BAbNrhjD5DffvuNnVvZ3egE8Hh8+MId+ejDyQ4mK5//jJtEcuKRZcZSkjrz6eQvHUpUftOnf06wuM3uRidArD+Vgvw6zJ8/38Fk0cvPz2fpot92NzoBjPGQ7OvBO29/5GCy8nn7rQ+J93cvM1ck1WjD3DlLCQQCDiZzKZ8fU7tJpXyIuN2MSeO58OhmZcZO79KEH76a5lCi8vtixgwGNknb3egEqJ+cxGFJ8a6av7asXLu70QngMR5ObdyBT94d72Cy8vn0/fGc1aLd7kYnQI/GzVmzcJFr5q/Zs2dzdAvv7kYnQHINPyceHsvXX3/lYLLy+f7z7+heu8vuvxtj6Fu7FxPfmeBgqvKZ/MHH9KvZaXejE+CQ1EaEtxWwZcsWB5NFb9WqVfh3Ju5udALEePwcFurOlImfOZisfKZNmMTJh5R97zyweQe+nDzVoUQup9q0QrhjKbOaCBQHMGZf/yVewuHwQc9zIILBINbu/Rqs9REIBB1IdGDC4TB4yp75aDxegkH3vIbi4gDGs/f/hcf4XFNQBoNBMN69xo2JoaioyIFEByYYDOL53c+2wRAJRxxKVH7FxQGs3fv/AtzzcxEOhzHs/Ro8Hj/Fxe74mQAIBIJ4TEyZMWMMBg+RiHu+p6oMbQIvsl+hUBC/r+zvTY8xWBf9rgkGAsR69v7d7/d6XDV/+fZRD8X6fARdUtMBhIJB/LG/q4eMwWvcM3+FQiFifXtfHRXrxTXfTwBESmrRPcV4Ylz1/RQIBIjZx3sdv/G55v8iGAziI2avcR9+iouKHUh0YMKhUJmmM4DP456f6ypHtWmF0JmdVci5551MUfGiMmMFhek0b16bpKQkh1KVT7du3fD5NxIO/68RZW0Yn38Vffv2cSpWuR3bqxtZeSvLjGXmLOSMM090KFH5nXHmIMIsZc+tKgLBHBISC1xzc4GWLVsSl5BLcTB795i1lqBZyhlnnuRgsvI59bT+ZOUuLDOWnbuCXr27O5So/AYM6IvPvxJr/7fwEg4X4YvZRNeuXf/gmVVHcnIyjZqmkFeYXmY8J7iAs891z/fTOeeeTH5R2e+n/IJNtG7TyFV76FUZPj+mTtNK+RBxu2P7D2LygrJvuL75ZQsduh/jUKLy69OvHzM2pBPaY4ExrzjAvB1Zrpq/4uvVZF3WtjLjn2/6hQGnn+JQqvLrd9opTF9Xtr5etWMrtZs1cc381aNHD2atKKagKLR7LBAM89niQnr1cs+enR2O7MDy7BVlxv6780cGuui9zglnnMS3WUvKvNfZXpBJbnzQNfcnOPTQQ8lK2EZeMGf3WMRGWO79iYGnDnAwWfn0GtifWRuWlRn7YeNKuvfu6VAil1NtWiF0ZmcVMmjQiUyd+iXff/spoWBTPN5ckpI3M+rp552OFrX4+Hgee+xO7rjjcULFrbHWi8+/ihE3XeiqjaLvve82zl9yFTu3biESqo0nZgut2vu48sqhTkeLWqdOnThv8NGM/2AC4WBLPJ4iYhPW8sJzT7hm43GPx8Ozox/mmivvJCe7Jdh4iFnFuUN607FjR6fjRW3YsCv4/rtrWLv6c8LB+nh8O6jXKI977n3V6WhRa9SoETeOuIB/P/sfQoHWYML4Y1fx5FN3ueYNCsDIZx5k6IXXszW7CYSTsbHrOOb45pxwwkCno0XtjDNOZfr0r/hpzhRCgSZ4vdkk1UznqZEvOR3NlWwoQGS7Vs9F9uWSy6/m5mE/sHb6Sjo3iOOX7QGW5MTyzCt3Oh0tao0aNWLQ0Mu5/a0xDGhcj+JImM83buf6+x5w1fx17+OPcNuV19JpW13S/AksyE2n1hGtGeCi+euU007juy++ZNT87+icUpctRfnML8zm6TGvOR0taomJiVx+w70MG/0gp3ZKwOeByQsLOOPiEaSlpTkdL2q3P3Anwy64hl+3rqeeqcuvdgOmZQwXXXqR09Gi1r17d2YO6MTzMz6mc9whZEcKWBBax/+98rQr7k0A4PV6+dcz93HPtQ/QIrsD/kgca/1LGHhJH9q3b+90vKhdMfwarp97FRt++Y7W8bVZW5TBxvgwz9/6mNPRXEm1acXQDYqqGGstS5YsYfbsH2nYsD79+/cjNjbW6VjllpGRwYwZX1BcXMyAAf1c1ejcJRQK8e2337J69a907HgY3bt3d02TcE9r1qxh1qxvqVkzlQED+pOYmOh0pHLLy8tjxozPycrKpk+f3q45M3VPkUiEuXPnsnjxMlq3bkGvXr3wevd1WXjVtnnzZmbMmElcXCwDB/Z3zU3H9lRUVMTMmV+yZXM6Rx3dg8MOO8w1RfEu1loWLVrE3LnzaNKkEX37Hu/qu106ugl883r2m3surJRjJ139dLXZBF7+mJtr013z14plS2jWopWr56+vvvgCf2ws/QYMcO389eXMmWxL30q3I909fy34aR4NGjXk+L59XTl/7dixg5lfzCASidDn+H40aNDgz59UxYRCIWZ9PYv1v/7G4Z060K1bN9d9PwGsXLmSH777npq1atF/4AASEhKcjlRuOTk5fPH5F+Tm5HHc8b1p3ry505HKLRKJ8MMPP7DqlxUc0qolvXr1cuV7511Um1YdxpgvgfeB8dbajKifp2aniIiIOMnJgrJzo1p21nX9KuXYKfd86LqCUiqHalMRERH3UG1adRhjBgJnAkOBL4F3gY+ttfl/9Dz3ttpFREREKoC1plI+RERERETKS7Xp/1hrZ1hrrwW2Ak8DfYBfjDHvG2PO3N/ztGeniIiIVFvG58dbxx03MhARERGRvzfVpvtlrbUzgZnGmFbA68BH7OckTjU7RUREpNqyoQDhHRudjiEiIiIiotp0/7zGmBuAwUBtSi5nv2p/D1azU0RERKot4/Pj0eq5iIiIiFQBqk3LKm1wngVYoDFwvbV24Z89T81OERERqbZsKEB4m1bPRURERMR5qk33cihwr7X2+/I8Sc1OERH52wgEAmRlZVGrVi18Pk1x8ue0L5KIiIhUloKCAvLy8qhTpw4ej+4PLX9OtWlZ1trrjDEnGGNGUnJ25xfW2ml/9jy9ExQREdeLRCKMHvUCk96dRoJNpciXxdW3XMa5Q852OppUcTYUILxdq+ciIiJScQKBAA/f+wg/zpxHDZNIcUIhtz14C8f1Oc7paFLFqTYtyxhzJ3AqMAYwwL3GmI7W2if+6HlqdoqIiOu99frbfPP6ck5IuB6Px0MoFGDMg+Oo1zCN3r17OR1PqjIL1jrzpY0xTYC3gfpABHjFWvusMaYW8D7QHFgHnGetzTTGGOBZ4CSgALjUWju/9FhDgXtLD/2wtfatg/laRERE5H8eufdRcmcEGZpyLcYYCkL5PHHzSBp/2JiWLVs6HU+qMmdr03VALhAGQtbabqXjNwDXAyFgirX2jtLxjsDLQDIltWx3IAb4do/DNgbesdbedICxLgG6WWsLS7/mO8CPgJqdIiLy9/b+GxM5Lv4qPKbk8iCfx09X3ymMee5tNTvljzm7CXwIuNVaO98YkwTMM8Z8DlwKzLTW/p8x5i7gLuBOYBDQuvTjSOBF4MjS5ugDQDdKLu+ZZ4z5xFqbedBfkYiISDVXUFDA3Jk/7W50AiT4anAkvXnvjfe55+F/OJxQqjTnb1B0vLV2x66/GGOOB04HOlpri40xaaXjPuAd4GJr7c/GmNpA0FpbBHTa4/nzgAl/IU/xrkYnQGmG8J89Sc1OERFxvWBRmBiPv8xYckwtdmzLcCiRuIUNBR27VMhauwXYUvrnXGPMcqARJQVln9KHvQV8TUmz83TgbWutBWYbY1KNMQ1KH/u5tTYDoLRheiLw7kF7MSIiIgJAXl4eNUzi7kbnLrVi67Bi0wKHUolbOFmb7se1wP9Za4sBrLXbSscHAoustT+Xju/8/RONMa2BNMqe6Vlenxljau5axDfGpAJT/+xJanaKiIjrNWnVgB3LNlEnrtHusbX5izn6lB4Opqq+tm3bxuSPPyUrM5f+J/ahY8eOexX8VYXxxeCt27iyDl/HGPPTHn9/xVr7yj5zGNMc6AzMAeqVNkKx1m7ZtYJOSSN0wx5P21g6tr9xEREROcjq1Knz/+zdeXxU1dnA8d+5s2eyQ0LCEnbCGmQXAVFxwX1vq7XuS2219a1drK/drLWL3Wz7arXWpWKVVq24sKkIiKhssu8QCCGE7Mkks8897x8zhISwbzfTPN/Ph08yz8yZeWY+IffJc+85h3BKEH+0iRS7tzm+MbCWieefZWFmHdeOHTuY9fZsYrEYF18xtV0vJWBxbaqBuUopDTyTuG8AMEkp9QsgCHxXa700EddKqTlADvDaQdbRvAGYnjhRf1y01o8AKKXSE7frgCNeHi3NTiGEEEnv4ce+x703PEg/3wQ6u7qzJ7yF8pzVPHb/36xOrcNZuOBjfvTtX5MXGI1TeZn98hOcdUUhP/3FI+2y4amjEWIVu0/V01ftW+vocJRSqcAbwANa64bDfE4Hu0MfJi6EEEKI08wwDL738wf51QNPMI6zyXJ1YlNgHdUFe7jq2iutTq/Dmf7KdF789WsMioxFKcX9z3+P6791JbfddYvVqR2UxbXpBK11WeJE+/tKqY3E+4ZZwJnE1+T8l1KqTyI+MRHzAx8qpZZrrT9s8XxfAb52IgkrpYYDLyZyQClVD9yitV55uHHS7BRCCJH0BgwYwCvv/Y1XXnyNbRuXMX7cML5043fIyMiwOrUOJRqN8tPv/5oxxm240uNXMvTQQ/n07X/yxXVfMHLkSIszbEvZHRidT9nZ8yO/vlIO4o3OV7TW+9Yz2quUyk9c1ZkP7JsuVAq0XMSpO1CWiJ9zQHz+qcxbCCGEEIc2afIkur3RjddemM6W3auYdP5ZXHnNFbjdbqtT61Bqamr4+29e5lr3vdhT4u2vgbqI6X95hkuumEqXLl0szrAtK2tTrXVZ4muFUuo/wFjideabiaszlyilTKBzIr5g3/qeSqmZwEjgw8Tt4YBda738BNP6K3Cf1vqTxPNOJL5u/fjDDZJmpxBCiP8KeXl5PPjQ8W7yJ06GzZs3kxLKw+XYP2VLKUV+bARz35vXLpudp/js+WEldlf/O7BBa/37Fne9DdwC/CrxdUaL+H1KqdeIb1BUn2iIzgEeV0plJR53IfDD0/EehBBCCHFwffr04eGfy+HYSkuWLKEgMgi7Z3/ry1A2egWH8Mknn3DNNddYmN3BWVWbKqW8gJFYR95LvJ58FGgEzgPmK6UGAE6gCpgDfF8plQKEgcnAH1o85Q2cnPXjPfsanQBa60VKKc+RBkmzUwghhBAnhcfjIUqwTTxs+knL6GxBRkem7M5TuS7SkUwgPrVnjVJq31Sch4k3Of+llLoDKAGuT9w3E7gE2Ep8utBtAFrrGqXUz4Glicc9um+zIiGEEEKIjiolJYWoLdQmHraFSE1NtSCjI7OwNu0C/CexnJId+KfWerZSygk8r5RaS7ypeUviKs9apdTvidefGpiptX6vxfN9iXjdeqK2K6V+ArycuH0LsO1Ig6TZKYQQQoiTolevXqR201Ts3EGupxcA4ViQMtfnXHXtX61N7hB0JEzUois7tdaLOPh6mwBTDvJ4DXzzEM/1PPD8yctOCCGEECK5nXnmmTzufYK6cDWZzk4ANETq2J26iUmTHrM4u4OzqjbVWm8Hhh8kHgZuOsSYacC0Q9zX5ySldhvwY+BfidsLgduPNEianUIIIYQ4KZRS/Pm53/LN2x+kdM9i7DqFRucuHvnlA3Tr1o43B9ftb+MkIYQQQghxYpxOJ3988Qm+d/cP8TZ0QqFo8Fbwm6d+gcdzxJnQ1pHatJnWuh548FjHSbNTCCGEECdNfn4+b8x8hW3bttHY2MjgwYNxOp1Wp3VIyuHElmvdBkVCCCGEEOLUGThwIDPmv8HGjRsxTZPBgwdjGIbVaR2S1KatKaUKge8CvWjRw9Ran3u4cdLsFEIIIcRJpZSiX79+VqdxVHQkTHRvqdVpCCGEEEKIU8QwDAYPHmx1GkdFatM2/kV89/VnAPNoB0mzUwghhBAdl7UbFAkhhBBCCLGf1KYH8mmtj3nxf2l2CiGEEKLjisrZcyGEEEII0U5IbXqgeUqpB4B/A8F9Qa119eEGSbNTCCGEEB2X3Yld1kUSQgghhBDtgdSmB9q3E/y3WsQU0Ptwg6TZKYQQQoiOKxIhune31VkIIYQQQgghtekBtNZ9jmecNDuFEEII0XE5HLLjpRBCCCGEaB+kNm1FKfUQMF1rXayUugEYD/xVa73+cOOk2SmEEEKIDkvL2XMhhBBCCNFOSG3axk1a618ppXoD/wv8AngBGHe4QdLsFEIIIUSHprWyOgUhhBBCCCEAqU0PEEl8vQz4h9b6VaXU9440SJqdQgghhOiwlMOJvYtMFRJCCCGEENaT2rSNPUqpPwBXABcppeyAcaRB0uwUQgghRIelI2Gi5TJVSAghhBBCWE9q0zZuBG4G7tBab1VKuYBrjzRImp1CCCGE6LCU3YldFoEXQgghhBDtgNSmrWmt65RS04A0pVTPRPgxpdQPgVqtdf3BxkmzUwghhBAdlo6EicjZcyGEEEII0Q5IbdpaotE5AfC1CPcDhgJPAU8fbJw0O4UQQgjRYcXXRepmdRpCCCGEEEJIbdpWkda6d8uAUmqF1nrk4QZJs1MIIYQQHZaORIiWl1mdhhBCCCGEEFKbtjXrILH3jzRImp1CCCGE6LCUw4E9r6vVaQghhBBCCCG1aVtPtVirszkGoJTK11rvOdggaXYKIYQQosPSkQiRPXL2XAghhBBCWE9q0zbeOUhMAcOAJ4EvHWyQNDuFEEII0aFpraxOQQghhBBCCEBq05a01kWHue+gjU6QZqcQQgghOjKHA3ueLAIvhBBCCCHaAalNW1FK2YA7gQsBDXwIPKO1Ng83TpqdQgghhOiwZKqQEEIIIYRoL6Q2beM3QA/g/4hPX/860Af43uEGWdLsVEplAs8BQ4l3Zm8HNgHTgV7ADuBLWutapZQiPg//EsAP3Kq1XmFB2qeF1pply5bxySdL6NYtn0suuQiv12t1WsesvLyc996bTTgcZurUC+jdu7fVKR2zcDjMBx98yJZN2xk+YiiTJk3EZrNZndYxW79+PR9+uJCsrAwuvXQqWVlZVqd0zGpqapg5cw61tfVMmXI2gwcPtjqlYxaLxViwYCGrVq2jsLAv558/BafTaXVax2z79u3MnT0Pt9vJxZdeRJcuXaxO6Zg1NjYya9Ycdu8uZ+LEcYwaNYr4oSZ5mKbJsmXLWLx4KQUF3Zg69UJSUlKsTispKbsDexc5e97RSW16aLFYjIULFrBp3Vp69evPeVOS9/j10dwPcLpcXHjJ1KQ9fs2ZNYeKPeWMOSu5j18rPltKXo9uXHhRch6/ysrKeH/2bGKxKFMuvIiePQ/cO6P9C4VCfDB3Lrt2FDN4+BlMnDgRwzCsTuuYaK1Zs2YNnyxYTHanLKZeOpWMjAyr0zpmNTU1zHx3Fr6GJs49/2wGDhxodUrHLBqNsmD+Ajas3siAIf0597xzcTgcVqeVlKQ2bWMqUKS1jgEopeYBqzhCs1NprU9Dbge8qFIvAR9rrZ9TSjmBFOBhoEZr/Sul1ENAltb6B0qpS4D7iReU44AntdbjDvf8o0eP1suWLTvF7+Lki8Vi3HP3AyxbVokZK0DRQEraTqZN+wt9+/a1Or2j9u67s/jRI08SDRcCNgz7Jr5+7zXce+8dVqd21CorK/nql+8hVJGPw8wlbCslp0+Al199NmkKMq01jzzyc9575wvMWD8ggMO9mb/+9XHGjBltdXpHbcmSpXzj3kcIB/sDHgz7Vq64YjQ/e/ThpCnwm5qauPGGu9i5w4E280FV0jm3munTn6Nz585Wp3fUnnnqOV59aiZ54TMwVYxy93Ie/uV9TL1kqtWpHbWtW7dy803fIuzrjU1nYDp2MGJMZ55+5g9JczIjEolw153fYt0XPoxoT7RRhzO9mGn/fIpevXpZnd5xUUot11pb8oupKDdHz/zyNafkuXv85VnL3pc4NlKbHlxTUxP3334bvSIRhmZlsrXex8pQkD+98GJSHVD+ckoAACAASURBVL+ef+ZZ5r3yBpOzexHBZF5VMXf973e56OLkOn49ePv9jDB60cmeztpgCSlDcvjtU8l1/Pqfe+5Hb21giLuAikgdK80S/vhSch2/3psxg1ee/ANTe+RjNwxml5Qx9ZbbuPHmm61O7ajt3buXB+64hTOznfTN9LJibz27nZn88dm/4/F4rE7vqGit+ckPfsqm97cyQA+mSfvY4FrDr/72OMOHD7c6vaO2+JPF/O99j9PVPwKH9lDmXMWUr4zlB488aHVqR83n83HHl+/GvSuH3GgBVbZS6vN38/fpz5CdnW11esdFatP2Qyn1hdZ6xAGxlVrrMw477nQ3O5VS6cS7sH10ixdXSm0CztFa71FK5QPztdaFSqlnEt+/euDjDvUayVpQvvXWDH78yJtkZZzbHAsEK8jrupK33/mnhZkdPb/fz6RJV+FxXIvN5gJAa5OGptd5591n6NGjh8UZHp0H7n+IDR+l0Tl1/1m13fWfcdVdPXngO/dZmNnRW7ZsGbff9isy0y5tbgpGIo3YnLNZsPDtpDhza5omZ0+6HDNyMQ5HKhAvbOp97/HCSw8zcuRIizM8Ok888SQvv7iNrMz9+Tb4tnD2uSZPPvlLCzM7eiUlJdx86bcZ77oTpeI/O5FYkKU8x8xF/06akwBXXHYjDbvHkuLOaY5VNHzAT351LZdffpmFmR296dP/zROPziU3/ZzmWFNgD7l91/LvN160LK8TYWVBObxbVz3nG/eckufOf+SnSVdQdkRSmx7a//3xj7iXLeXSgYXNsc937mJFVhY/+81vLMzs6JWUlPDQTXfyo5EXYySOX4FImEdXz2Ha7LeT5vh181U3chUjyU/df/z6986POO/713FZkhy/Xv/Xv1n2f7O4uufk5lhJQzlzXOt5bvpLFmZ29BoaGrjjyiv43XkTcDvikySjMZPvzVvE7155lby8PIszPDoPffs+LnT6GFmwP9/Xv9gM4y7kznvutTCzo/fJJ5/w1Df/xpVZ1zfH6sN1vOt4nbc+ejMpLoqIRqNcPPFqxgZvxWPf/7fOotBL/PbVhxk2bJjFGR6dJx77HSWv+BmWvv+83ybfSryXBXj0Nz+xMLPjJ7Vp+6GU+gbwqta6NnE7E/iq1vr/DjfOim5HH6ASeEEp9YVS6jmllBfosq9ITHzNTTy+G7CrxfjSROy/zptvzMHjav0LzePOZffuBnw+n0VZHZtly5YRi/RobnQCKGUQDfdj3rz51iV2jJZ8uopO3sJWsby0Ucx8Z55FGR27t2fMwaYGtzrQOxyp+P1etm3bZmFmR2/r1q0Eg+nNjU4ApRSGGsiMGXMszOzYzJz5ERnprTeRS0vtx6eLk2fW4/x5C8kNDW9udAI4bG7SQ31YsSI53kdDQwPluxtbNToBUp1F/OeN5Pl5euvNuaS7W1+x4PXkU7x9L8Fg0KKskpeORIju2XNK/omkIbXpIXzywftc0K/17KKxBd1Zm0SN24Xz5zMpq2dzoxPA43AyLDU3qY5foUpfq0YnwIROQ/lwxmyLsjp2896ew8Sc1vVQQXoeNSUVSXP8Wrp0KeNzs5sbnQB2m8E5eZ1Z9PHHFmZ2bLatXc2IHq2XcrhkSG8+njPLooyO3dwZ71Nkb33hQ4YzE0+jl127dh1iVPuyceNGUvz5zY1OiP+t0yMyirkzk+fvzvmzP2ZwWuv+Wf/UIpYsSJ5jRXsitWlrWuun9jU6E7frjtToBGuanXZgJPB04lLUJuChwzz+YKdk2lyOqpS6Wym1TCm1rLKy8uRkepp5vR5iZugg90Sx25NjLym3241SkTZxZURJSUmOKREANptC03pzr5gZxuV2HWJE++NNTcE86M9TBLfbfdrzOR5utxutw23isViYVG9yXIkB4HQ6MM3W/y+0jmF3JMe0MwC3x0VMtf150rbk+Xmy2+1o2v5+iplhvN7k+f2UkuJuc6zQWqMwk+KK7fZHofWp+SeShtSmh+BwOglFo61iUdPEZk+i45fbQ9CMtokHdSypjl9hs+3xKxgN40miesjl8RCMtq7rtNbEkuj45Xa7CcTabgAcjGncSTL9G0ArgwMneAbCyVPTAaR4Uwgd5G+dCGFcruT4m83tdh+0vo7oEClJVJs6nA6iB/yOiukotiT6W6d9kdr0ZLDiqFIKlGqtP0/cfp14gbk3MUWIxNeKFo9vOfe5O9Bmayqt9bNa69Fa69E5OTkH3p0Ubr3tS4Qjy9B6/wG0wbeZUaMKk2btlFGjRuFNqyYUqmmORaN+nK6tXHjhBRZmdmwuv/oC9jR+1nxba82ewAJuuuXUrJ1xKlx//ZUoY3WrJluTfzfduruPajkBrTUrVqzgb397nvff/4BIpG2RfaoVFBSQn++gyb+7OWaaEQz7Gq7/0pWnPZ/jdcst19LQ9Cktlw1p8C3nyiuT5//EBReeT1XKakIxf3OsIVxJKH0PI0aMOMzI9iMlJYXhI/tT17ipOaa1SWPsM26+9frDjGxfbr71enzhz1odK2ob1zF+wvCk3DTEasrhwJ7X9ZT8E0lDatNDuPRLX+bVtetaHb/e3riJsy9KnrUup1xwPh/XldAY2n/l4B5fLduiDUl1/Oo1rD+rKrc0x2KmyZyqJVx9U/Icv66+6XpmVyzBbHH8WlqxnsFjj+74ZZomCxcu5IXnnmfx4sWYZtum46k2ZswYVtb72Nuwf9ZdrT/AgooqzjnnnNOez/E6a8oFvLtue/NtrTX/WL6Fy758o4VZHZurb7iKZebiVk22nU3FpPXyJs0GZH379sXRJUhVsLQ5FjaDlLg/5/KrLrEws2NzzU2Xs9T/YavYiqaFXHr9RRZllNykNj05rNqg6GPgTq31JqXUT4F9241Xt1gEPltr/X2l1KXAfexfBP5PWuuxh3v+ZF0XCeDpp//Oc3/7N6bZFUM10KdvKs/9/cmk2lVu06ZN3HXngzQ2ZoI2cDj38rvf/5iJEydYndpRC4fDPHD/Q6xashNHLJeQsZsLLh3LT3/+cNKceQZ4880ZPP6LpzBj+SgVJKdLlOef/xNdux7+F10kEuHOO+5nzao6ouFu2Ox1ZHau4rXXnj3txUNZWRm33/YtKivsaO3GsO3hfx/5JldffcVpzeNEmKbJjx55jFmzPgedB6qScWf248knf5VUzalFHy/iR9/5JamhHphEiWZU8ue/P8GAAQOsTu2o1dXVcdcd32bntgBKp2Mapdx5z5e45+u3W53aMfnTk0/z8otvY5jd0KqOfgMzeeZvfyAtLc3q1I6LtYvA5+p3r7vulDx3z6efTrp1kToqqU0PzjRNfvPoo6xftIhBWZlsa2ig88BBPPrEE0l1/Prk40U88chPGZjSibAZo0T7efwvf0y649eD93wbXeanky2NLaHdXHnbl7nt7uQ6fj3z56eZ/c8Z9Hd3pSJaj7tnJk88/ccjHr8aGhq496Y7yanz0NOew47oXupyTJ76x7N4vd7Djj3Z1q1bx88e/A79U1w4DIO1dT6+/4vHGTvusPuUtSvBYJBHHnyApp1b6ZOZwprKBkaceyEP/OCHSbHW5T6vT3+Dvz/xPD10LxrxYeZF+dMLfyQ3N/fIg9uJXbt28c3bvgOV6ThMDzXOYr73s/u45LKLrU7tqJmmyU9+8CjL319DrtmDaqOMwom9+eUfHkvaHdmlNk1+VjU7zwCeA5zAduA24leZ/gsoAEqA67XWNSr+2/YvxLeb9wO3aa0PWy0ma0G5T319PRs2bCAnJyepdmFvyTRN1qxZQyQSoaioKKkK4pZKS0spLS2lT58+SXXQbMnv97N27VpSU1MZNGjQURUw//jHK/zu1x+RnTGpOeZrKmb4qGr+/vyfT2W6B6W1ZsOGDTQ2NjJ06NCk2UzgQBUVFWzfvp3u3bvTvXt3q9M5LuFwmNWrV+N0Ohk6dGhSNf9b2rp1K1VVVQwePJj09HSr0zkudXV1bNy4kdzcXPr06WN1OifE2kXgu+lZ93z9lDx3t5/8OOkKSqVUA/Fp2pr4juQB9k/R9mqt/yvnpEltenhy/Go/Ourx6/EfP4ZncT1n5g1tji0s+wL31AK+/f3vnKpUDykWi7FmzRpisRhFRUVJ29ApKSmhrKyMfv360blzZ6vTOS5NTU2sXbuWjIwMCgsLk6pZu4/WmvXr19PU1ERRUVFSLSfQUnl5OTt27KCgoOCIF9e0d1Kbth9Kqec5+BJCAGitbzvoOCuanadasheUQljtisu/Sk35Wa02BgKoD0xj2fI5SfsHghCifbL67Pk7156as+e9/prcZ8+VUiu01iMPdVscPalNhTgxV02+hO91v77VRlNRM8ofyv/Dm/PetTAzIcR/I6lN2w+l1GHXEtRav3mweHLseiOEOK2cTiembr2Yv9YapUjKs6VCCHEoyu7ocGsYHQullF3r5gNCcl66JIRIekopYqaJYWvZ7IxhS5JNXIUQ4mhJbdraoZqZRyJHByFEGzffcg2P/PBVnI4Lm5ubDY3rOPeCcdLsFEL8V9GRCJE9e6xOo71aCLyulJoFTALWW5yPEKKDOv/KqXw0YzkXdt+/LuYHZUu55KbLLcxKCCFOPqlNW1NKbecg09i11r0PN06anUKINi6//DKWLVvDu++8jo52xbDV0n9QKj979PSv1ymEEKeScjhwyNnzQ/kucAcwDFgG/NXadIQQHdVd37yHhzZ9l6fWzqCnPYfiyF66j+rH126/xerUhBDipJLatI2W0+5dwOVAzyMNkmanEKINpRSPPvow3/hGORs3biQ/P5/CwkKr0xJCiJNORyJEyuTseUtKqUHAFOIbE32otX7G4pSEEB2c0+nk93/9E8XFxezcuZM+ffpQUFBgdVpCCHHSSW3amta65oDQs0qpxUcaJ81OIcQh5eXlkZeXZ3UaQghxymhAa1meYx+l1PXAY8DrwC3ARUqp6VrrV6zNTAghoHfv3vTufdiZi0IIkdSkNm1NKdXyEn6D+IyjI/YypdkphBBCiA5LORw48vOtTqM9eRiYqLWuVEpdDFwNLAak2SmEEEIIcYpJbdrGqBbfu4BxwG1HGiTNTiGEEEJ0WDoSJVxWbnUa7Ymhta5MfK+01jGllOzCLoQQQghxGkht2prW+lstbyulUoA3gamHGyfNTiGEEEJ0WMrhwNFVzp63EFZKZWmtawG3Uur/gM+tTkoIIYQQoiOQ2vSIUoC+R3qQNDuFEEII0WHpcITwbjl73sI3gVSgFvgnUIxMYRdCCCGEOC2kNm1NKbUdUMSXMzUAD/CjI42TZqcQQgghOizllLPnLWmtl7T4/udW5iKEEEII0dFIbdrG6BbfR7XWDUczSJqdQgghxH85rTVz577PG9PeAeDqGy7hggsvYNas2bz92izsdhvX3XwVZ589iRlvvcO7b8wlxevhq7dfx5gxY/jXv97gvXfmkZmZzh133cDgwYOZ/tq/mTfrE3K6dOLWu2+gd+/eTH9lOp999Bl53fK46e6byMvL48UXXuHTT5bTp08Bd97zNTIyMnjh79NYunQ1Awr7cPc9N1v72cjZ81aUUg3sP3vuAWxAk9Y6zdLEhBBCCPFfIxKJMOPNGbw/4wNSUlO4/tbrGDVqFK9Pf4MFMxeQnpXOjXfdwMCBA5n+ynQWzV1MTl5nvnr3jfTs2ZPXXn6NJQuXkN8jn5vuuomcnBxefelVViz+gp79CrjprptITU3lledfYe3ydfQd1Jev3XUTNpuNac9NY+OazQwsKuTmu75GOBzmpWemsW3jdoaPHcbX7viqpZ+N1KZxSqnJh4gDoLVecNjxWutTkJa1Ro8erZctW2Z1GkIIIUS78JOHH2PZf3bQ3zEJhWJLdBG17i3kBwZT6BiPqWOsjXxElWcHmaFhdHONIRILsiPyIU2uPajIENLdQ4hE/TREPsbl9JEbGktX93CaIrVsj83F4a7nLNtZDEobSHWomjmNc6kggDd6JpmefjSFKqg1P0TbYzhj40j19MYf3IOfBaxZt3C51nr0kd/JyVeU312/e8f9p+S5e/7iIcve18mg4tXkNUCR1vonVueTzKQ2FUIIIeJM0+Qbt3wDtdbJCO9oAtEAHwfmUWmroMgcSZF3BI1RHx/551Jnr2N4dByDvMOpj9SyIDSLoMMXrznTB1IZqGRu0/sEVZCJ9rPpn1ZIeWAPc/2zMQ2TyfZz6J3Wl1L/Lt4PzsHAxiT7FApSelHStIN50dkYpouxXEwXV3dKAltYZpvNp+s+ltrUYkqptxPfpgDjgaWJ22OBpVrrgzZD95ErO4UQQoj/YiUlJXzy7iomeu9oPhPaMzaKHes3c0n/qbicLgB6RUawcWMpIwdNweGIb75dHxrChi01jBwyHpvNhtuZRWNlbxqLyzhzyCQMwyDFkcnevT3JqarhzJFnohRkujLptLcLWyo0fYaMABQuRzq7dizFH8hm2OAiAJyONEq2LLbkc9lHR6w7e66Ueh64DKjQWg9tEb8fuA+IAu9prb+fiBcBzwDpgAmMARzAxy2etjswTWv9wInmp+NnxN9QSn0XkGanEEIIIU7Y4sWLCa6Lcln25fGAC/r5B9K0LcCEMyZjs9nIdGXRu6EfxTt3Ma7obJShyHBmkl9XQKzCx5kjxwGQ4cxgZeVKXD4vo4rGgIJ0ZzqflX1K92gBw4eNAGCwcwgLVs9nqBrFkIHxOnRIZhFzVs5hlH0KffsMiT/OMZqP1r1z+j+UFqysTQGUUjZgGbBba32ZUmoK8ATx9TIbgVu11luVUgXAS0Am8ZlAD2mtZyqlnMTr1dHE69Vva63nH2seWusrEvm8CgzWWu9M3O4J/OFI441jfUEhhBBCJI/Vq1eTFezX3OgEKPdvp0dsOP5AoDlW2rSNXF1EoEVsj68YN4UEg8HmmM9XSrYaTCgUao41+HfSzzmASCTcHNvaUIpX9SYWi7V43F5sujstZ5WEQr6T92aPkzZPzb+j8CIwtWVAKXUucCXxqymHAL9NxO3ANODrifg5QERr7dNan7HvH7ATePMkfTT7fFcpJTWjEEIIIU7Ysk+W0VcNaBUradjJIMdQQi1qzp0NO+lvH0I4vL/mLGssob+zP5FIpDlW2rCbPo4+xMz9NWelv5JuRrf4ojwJjaFGOuncVq8bjZq4Q/tX6onpGE7tPuH3eKIsrE0Bvg1saHH7aeCriTrzn8AjifgjwL+01iOArwBPJeJ3AWithwEXAL87wTqyCNjV4nYJUHikQXJl5xHU1NQQjUbJzc098oOFEEKIdiY3N5ewqxYAf7QBrTVeRyblxiocdjuNkToMZZDuyKJYbcNus+GP1GFTdtJdWeyiDLvNTihch2E4cbnSCTRUYrMZNIVrcNjcuBxZ1EarMQyD6mANXnsK2e4MtgdqQWkC4RocNi8uRypmpAGtY4QiPhx2Lzabw9LPRzkcOLrlWfLaWuuFSqleB4TvBX6ltQ4lHlORiF8IrNZar0rEqw98PqVUfyCX1ld6HpMWO14emGvv431OcXJVVFRgt9vJzs62OhUhhBDimHUt6Mpn5nK01tRH6nAoBxnuDKrqK7HZbdSFanHaXGS6M6lurMCwGdSGqvHYU0h3ZlIdqUYZiupgDakOLxmuDGoiNWg0NcFqvI5UvI4UfNpHREfwhRpIdaRhtzkI4idqRmiINJDuSAdlYtpiRMwwTVEfqbZ0Qjpw5DdxCllZmyqlugOXAr8AvpMIa+KzigAygLIjxAcDH0K8jlVK1RG/yrN5E8xjNB+YqZSanrh9A3DY9TpB1uw8pIqKCu6/7yG2bqkAZScn18Gf//w4/fv3P0lZCiGEEKeeaZpMnXwFO1fWY5geQBE1GmnQJWSqnmCmoDFRhp8avRuP6oqh0zB1BGUL0KD34KYLbjOLKAGidj+mWYdX55KiswnpRmKOADZbLa5YNk6yiWgfOPzsjfrRsVTsZBPVdRiOAKY2UTEPLjoR1rWYdh9VDRssWz9oaKcu+s1LT81C9IUv/2EnUNUi9KzW+tmWj0k0O9/dN41dKbUSmEH8is8g8F2t9VKl1APAKOLNzBzgNa31bw54rh8D6Vrr7x5vzkqplh00F3A50FNr/b/H+5zi5NSmW7Zs4fEffYcUs45wVOPK7smPH/+DnJAXQgiRVHw+H5dOuIxwaYQ0MgjrEEEjwN5IOblGPuk6iyABgjY/NbFqOqkcso0sGs1GgkaAJnxkmJlkG51oMOsJ2P2EzBCpOo1ORifqzDqabE2ASYqZQmdbNtWxWhpUA3btwhVzk23rRE2smjqjFpdOwxZxkaGyqdOVNNirKW7Y1CFrU6XU68AvgTTiNehlSqlJwFtAAGgAztRaNyil8oG5QBbgBc7XWi9XSt1N/IrOG4AewBfAHVrrN443b6XU1cBE4ifkF2mtjziLSa7sPAitNbfcch8VZUNITT0bgNqqam7+2v18OO9NUlJSLM5QCCGEODpaa6Ix6OY4F2c43scK2iuojbxGpuMc7JEMAEKO3VSF36WTYwoq6kWjCTt2EA7XM9R2FQYpgKbWto5ycwnDjKuxxTxoZbLH+JzdsQ10VVdiN52Y2qRCL8JQZWTYLwbtQGPiNxbg0DHy9FQUdrSOUW6816riOt0MpwPnqTt7XnUchbKdeNF4JvE1Of+llOqTiE9MxPzAh0qp5VrrD1uM/QrwtRNJWGtdc0DoWaWUtQurCvx+P4/8zx08fm0Xeub2A2Dl9hp+8K07ef7VGa2WqRBCCCHas1gshkM5ONd7Pl6ditaabWozC6INnO+6ClfMg0az0VjJepZzddoVuEwXMR1jqV7KtsB2LvFci1M7iekYn+iPqFPVXOG5Cod2ENMx3o/MQqsol3qnYtd2okR5y/8ubp3OZPf52LATI8qb4elkmz0YYZuMgZ2YCjNTvWTp52NVbaqU2reO/HKl1Dkt7vof4BKt9edKqe8BvwfuJN7MfFFr/Tul1HjgZaXUUOB5YBDxdT93AouJr0N/Ij4GIsSvJv3saAZIs/Mg1qxZw95yG2mpPZtjblcn6uoL+OCDD7niisstzE4IIYQ4ep9//jkOX3cK+49Fm/HFenY21JNZMooe+QPwer2AYmd1Bel7xlDQvT9utxulFNsrduEqn0TfPoU4nU4U8MWeDfSsOpf+AwsxbDYMpdhbupTchsn0G1yIUmAYBuXbP8ETHk/h0IFoU2MYii82f0ynyHgGDSnENDWGYbBn4yxLPx8zHCVUutfSHA5QCryZ2BxoiVLKBDon4gu01lUASqmZwEgS04SUUsMBu9Z6+Ym8uFLqlhY3DWAYUi9abt6HH3BBoZ2euanNsTP6ZNPji2LWrFlDUVGRhdkJIYQQR++9t99jpG0MwweegWma8Zpz13bG+s6mX68BOBwOFIotpas52382A/r2xzDiNefyzcuYoM6lsH98yUZlGHy6aQGT9DkUDihEa40yFB+smc1k99kUDizENE0Mw0AtmcVZjskMGDSgOWYsszPCdjYDBg9ozmXOWqeln4+FtekE4Aql1CWAG0hXSr0HDNRaf554zHRgduL7O0isPa+1/lQp5QY6J5Zg+p99T5o4ab7leJNKNF5fBD4hvqzTeqXUY1rr9w83TorXg6itrcWMpbaJm6aXigorrz8RQgghjk1NTQ22cDqkxAtCgGDEh8PMIhaNYSTWCw9Gfdh1JtFYFCPxuHC4kRTyicVizbFA2EeW6ko0GsWT2LXdH2kgRfXDjMVwOJ3Nr2E30jFNE5vNBkA0GsBOfBH4fc8XM0/0RO+JUU77qTx7fjzeAs4D5iulBgBO4tON5gDfV0qlAGFgMq13orwBePUkvP6oFt+7gHHAbSfhecUJqKmuokuarU08P91GbW2tBRkJIYQQx6dyTyXpRnypx331YGPYR5bRnVgshsvlisciPnra4nWowx6vOX3hRvoZmcTMGI5EHdoU8ZHhzEBrjWHbV9cG8aqUVq8RNWM4caJQ2Iz4MVVphWHaUIDNMOIbFGHtBkVW1aZa6x8CP4TmBuN3gauAcqXUAK31ZuLT0/dtXlQCTAFeVEoNIt4grUzUqkpr3aSUugCIaq3Xn0BqvwGmaK23KaVWEG+wfghIs/NYFRUVYdh2obXJvk2jtNbYHDuZMOFui7MTQgghjt7IkSNpdD9HbaAvO+tWgtZkpXSl3lhIWBWytmwxhjJIdWVTzALCuhcbdi/CbnPicWdTwSp6xLqwcfdGnHYPGd5cyhtWkRtNpbxsC257Kp08eZQG1lIZtFFZWUyKM4PMlC5UNmyh2mdS11hCiisbjyebRv9WdtU2UtO0m3RPDh5n25OLp5O28MpOpdSrxHdV76yUKgV+Qnzqz/NKqbXEm5q3JK7yrFVK/R5YSnwKz0yt9Xstnu5LwCUnmpPW+lsH5JhCfHf3qQcfIU6HMePG88zs55k6WjdPWY/FTBZvC/DlYcMszk4IIYQ4emedexZ/mv4XUnwprK9ei8vmolNKJ9ZWfkHnSCe2lWzEY0+hkyeXdTVrSW1KYVvZVlKdqXTx5rKpai02n2KnbzvprgxyUrqwKbiBcE2QHQ076ezpRJYnm+3RYhr2+ij1lZGbkkOqM4U9qpT6ihrKm/aQ583HZjeos1eyvKqcqmAFXb09CClrNyiysjY9kNY6qpS6C3gjMduoFrg9cfeDwN+UUv9DvDa9VWutlVK5wJzE43dzgkssAS6t9bbE90prHVBKHfHyW2l2HkRWVhZ33X09Tz81A7sxAsNwEI6s4aKLhzBo0CCr0xNCCCGOWteuXenaP5257z1DLvF1qDfrt1FptXy28zVS1TggRoN+D5e3kVXFM8hQY4jpELX6fdwpQZYVx8hX42jQPkqYi90TYn1xhN6MoUnXsslYSMQdYHNxiM6qiFpdSan6HNMRpWSHH69RSKVZTr1ag822hoZdI/Eafamu2U2dseHwb+AUU45Tui7SYWmtbzjErYWgLAAAIABJREFUXTcd4vHTgGmHuK/PycrrAClA31P03OIoDRo0iJyBk/jFm4u4ZkxnguEYryyu4vyrbpFd2YUQQiSV0aNHs9vYRemmnYz3jMMfC/Chfw5N7gC6OMoI5xgaTR+fhD4g4gkRLQ4y0jOcGl8ti5sWEXZEiO72UeQext6mClb4PydimFRtaaKvbQilsTJW6rWstq/iTP84+rr6UVq9i42hTWxSWxgfmEhPR2921G2nNLKD3aGXGeU7jy5GARurN1Bj32Pp52NlbbqP1no+8V3Q0Vr/B/jPQR6znvjU9wPjO4DCk5mOUsqjtQ4ADqXU94FtRxokzc5DuPfeOzjzzJFMm/Ym4VCAa6/7OpMnT7Y6LSGEEOKYVFVVsWNLFWf1uZ/62kZA0y21B5+XvsiQnrfQ5AuglKKLJ5ftu99lRMEt+HyNGIZBF1cm5Xs+Y0LBrfgaGrHZbGTbPVRVrOXC7jfT2NCI3dEbj4JNdTs5o8fVNDY04XD2xBUNs7exkb7dz6Ox0Y/L1ZO9gSZiwTR6dh2P3x8gz92Tnb5q6v27LPt8dCTSbs6etwdKqe3Ed7rUxNfs9AA/tjQpAcDDP3mchQsX8ubs/+BwuLjlB19m5MiRVqclhBBCHJN169aRp3O5fNAl+Op9GDaDTCOd+Ts+5av9b07UnHY82sm2mnXcMOB6Gn1N9HL0hICmoqaSK/teht/np5ezgGB9kIZKO5O6XYi/yU8PV28am2roamQxPv9MAk0Bent6s7e8kn62QoZ1KiIUCNHb04vS0lKGGJPpldqPUDBMb29fyiu2U4bUpu3II0B34ut+fkp8iacjLrEkzc7DGDFiBCNGjLA6DSGEEOK4LVmyBHdoAGkZ6aSlxtdH2l61CI8+A0MZ9CjoBsCOPfNI06Ow2W0UFHQHYGPpCnL1aJxOBz16xmOf7/iI3noMHo+brKxMAD4tLiFHn0Fqqpfs7CwAVm8uJZUzyczMpFOn+JVn2zZUkG2eQeecTs35bayqPz0fxOFoqxNoV1ru0BnVWjdYloloRSnF5MmT5eS7EEKIpDZ/7nyK7MPIyMwgIzMDgE82f8ZIxxicTic9CnoAsHDzXEa6z8CT4iEzK15flq4uY6x7JGlpac0zG0pLyxllTCUzK5NOneM1Zu36Ss72jo7f7hx/Xd/OBrp7upOTm9OcS6g4QqbKIbdLLgCmjmHscZyWz+GwpDZtprV+VynlSmzG+Rdgo9Y6dKRx0uwUQggh/ot5vV6wB1vFHDY3mgCGsX/DE5vdRUzVY0ss4r7vcVH8zQu7AzjsHkK6qVXMZXMTpnXMYbiJ6gDKUPtfw3BimuFWuRiq7aYrp5NyOHB2b1cbFFlKa12TWEz+IuLThuYeabdLIYQQQoijlZqRSoXZeqq42+6mSTdh2PbXhS67h6awv1W96ra7aIq2rk3dNhdB09+8pjWA3XAQPKAfZhg2osRaxbTSYLTsLCqiRE7k7Z0wqU1bU0pdBDwD7EiE+iil7tZazz70KGl2CtGu+P1+fvn475kz52NMU3PWWSP46c9+IOtxidOuoaGBx3/2WxbNX4pSMOm8cfzwRw+SlpZmdWriGI0fP55IyuOs2PEKDY3xwtKbkkOTWklJZRD/zkoAUlI60cB6duytIxKoRiuwuTOpVdsxyncRDlejAZszk932pTTs2UAwWouJwm5LY5exgdjuFWhdT0wbGDYPNWo+yzd/QTQcRNkU2E1qjXl8tnEx0WgIw7Ch7Ec8MXtK6XCE0C6ZKrSPUup+4EbiGyX9EEhXSg3XWv/W2syEEFaoqqriD794nA0rvgDDYPyU87jvwe/g8XisTk10MGVlZfzuZ79k69qNKJvBeVdM5d5v39e8I7dIHpdecSk3/vkGvli1jj2NVQB0Sc1ia2Qru7aVUOuvAQXpnnRWB5ezfu1m6gM+lAFej5s5gXksX7mGxmAjyqZwOG0sYjYrNy3GH/FjM2xoR4wPwu+z4IsFBMMh7HY7ISPIh5G5zP1iDpFoBKfdQcQe5DNm89H6/xCNxXA73ARtjZZ+PlKbtvFH4FytdTGAUqoP8B4gzU4hksVdd36bdau9ZKZ9BVAsmr+Zr3z5LmbN/hc2m7VXP4mOwzRNbr3xXsztAxmW+nVAs+7dVdyx+ZtM/89Lrc6aivbP4XCQme4l1phLL84BDKqa1lDtWEuKvzu5nAuY1PpXk+G0c2akkG6uPpjaZHXkMzZ5tjLF05seGZOJ6ggLmxazMSXIlMw+dHd2I2SGmNWwgLDbx529h9I1ZRiBWIhpOz7HF47QMzQRj5FLJNbEdt5CGyHyIhfiMrKJmI3sir5p6eejnHL2/AB3AeO11k1KqXu11vcopZYA0uwUooOJRCJ869bbuS6nO3dPuhCNZu7azTx0/7d48rm/WZ2e6ED8fj/333Qn12WM5GuDrydqxpgz9wt+tudHPPa7X1mdnjhGaWlpBLTGW1PIaOMSTB1jY90iTKemb3gQ3d29COsQn4bmE8ZkQGgkXRM15/ymOQRUhKLoOHLdefhNP+8H3iWkAkyIXkq2LYeAbuT98OtE7GEutl9Eljsbn9nA25F/o5WfC4wrSHdmUm/W8XbsVRp1E+NiV5Ci0qmPVDHP9rKln4/Upm1U7mt0AmittyulKo80SJqdQrQTmzdvZtOGOrLSJzbHMtIKqdxbxscff8w555xjXXKiQ1m2bBkNJR4GpA1PRBTd0kawaXsxq1at4owzzrA0P3FsVq5cSawik4mDLycYCgGa1HATFTsHM7jvRAybDaUgzV+HfU+IswZNQAHKMKivLSW7IcaEweMwYyY2m0Hx7h10rU9n/JAxRKNR7DYb3Ys3MsGdzoQzziASDmO328muKqZn+SCKBo4kFA7jcDioKOmMOzSIoYOGEwqHcDi6Ubkt09LPx5Sz521orZsS3yoVP7vhtDIfIYQ1FsyfzyC7i9HdCwBQKKb2H8iKJQvZvn07ffr0sThD0VHMfPc9Rtq7M6hz/GfRbti4tOdofr1kBhUVFeTm5lqcoTgWs2fOoSAymqLBUwgGgxiGgc9XQH6ti7GDxmPGYhg2Gzv2dqVzdR6jC8cSjUax2W10Kc2jX+MARg4cTTgSrzlXFOcyyDeeMwaekag5u7KiuBNnqBEMG1hEOBymm6MbCzZkcpZtCoP7DyEcjtDd2Z3312RwlnE1fQf0JxKJUODsyuJN1s5kk9q0jUVKqX8CryZu3wR8oZSaDKC1XnCwQdLsFKKdKC0tJRZtO109FsmmuHgn0usUp0tpaSn2QOf4HswtOEI5lJaWSrMzyZSWluIM5YIb3G4XAA2NlXh0d8KRCFleLwCB2mr6qwIikQjp6fGNjGpCFfS2dyUaicbX/gQq/VUMd/UmFo02T2OsDlQyqXNPTNPEk5ICQFl9AxlGFwBSErHGcC0ZdMawGaR44rFIzNpp7IbTgatbF0tzaGd8SqmuWusywAu8DfzH4pyEEBYoKd5B75S2f/T39mZQWloqzU5x2uzcvJ2enk5t4t1c2ZSXl0uzM8ls37KTDJ2PUqq5lqyv2kt/Wzei0SjeRN1YHahigG0YMTPW/LiaYDV97YWY2twfC1QzSE0ApfbXnFEfmc5sbIat+XHhaIQUIxW7zY7dk2iFmQqbdmB32LE77MTMKC6dcjo/jjakNm1jaOLrXS1ivYEHAQVIs1OI9mzAgAEY9j1t4nZnOcOG3WhBRqKjGjhwICHPG23iQfcuCgsLLchInIjCwkL87lcJxwKUNa5HA2nOHHxqOYZjNKV1K1DKIMWVQ7H+glG2M1hZsxSHcpDj6crmmrUMppA15Rvx2N3ke/PYWF1Mr1gvVpStJ9XhJc+bz7q6PXQJdGXTrj1kerz07ZTNysoSOkWyqfHtwuvIJN2dSyBYRn3AS31wN15nJ1x2awtKMxwhKGfPW7oJmlfm/yWwRWu9yMJ8hBAWGVw0jBlvz+TsFjGtNevqqri5f3/L8hIdz5CRRSyaP52h9G6Omdpke2AvvXr1si4xcVyGjx7Kpy+/RU60O7uaNuJQLrLcXSn2b2YgA9hYvRaPzUMXbz47mrbS0yxgbfVKUu1p5KZ0oaShmC7RXHbV7yTdkUEXbz6764rJDKexJ1BChjObDGc2e9lDit9NeaCMTq7OuO1u6lQNOxuLqQztpYs7D2VAyNbErqYt1Iar6OLuTlgFLP18pDZtTWt9xfGMk2anEO1E9+7dOW9KEXNnzSPdeyZK2aj3rWDI8BRGjRpldXqiAxk8eDCFozux7dMPKfCehUazs+kThp7djf7yx03SGTBgAGk9Yrz24U/prEYDimpzGdpTz2db/0I3NRaTKGV6CQ5vA9N27OScnEH4YhE+qlpLwBmgbsc6Lh3YlZqmCPOqSmk0YlRXLeWys9LZXRllwc4aGhs9fLqrmmHuoVSZO1jatIY62zp2b1lPljGIgF5DtVqFaV9BydZeOFUvonoFQbXJ4k9IoZF1aFvYDUxVStVrrV+wOhkhhHXGjh3LC5mpvLVhDVP7DSQUjfL6xjUUThhPfn6+1emJDmTKBecz7dkXmFeykkndhuILB3iz5DPOveaS5tkoInmcc85kfuL8OavXf04/NZYwAbbwGdrjp3TtLobYRtNIPWtinxNzRShet43BthFs0dtYHVtCzBlj9arN9GA4DWoL21iKYdds3riengxhLevZbKxmo20VBesK6UEhy1jDVrWVYrWd3hsH042+LOMLylUJ70Sfpdf2IjrrAlbwGbWOthcgnV5Sm7aklDoT+D5QD/wIqAMGaa2XHm6cNDuFaEd+/ZtHGTnqdaa9/CaRSIQbb7uY22+/WTaEEafdn5/5Ha9Me5U3Xo1vHnPTfZfz1Zu+YnFW4ng0NjZSvruOEfn34KsLAtAlrZCNFS9xXs438PvCoKBn6gBKwi/w0/FXEfQFUIbBwB65vFM+mz99ZTSBRj+GzaBPHy+zd63hif/pRaDJj93uIq+3nTefy+W6LtcR9PsZYHdgONL4vKaWvp0uxd/kJ9c5EDuK2kiU7LQJ+AMB0lz9aYiEqfeXWPb5KIcdlywC39JbxK/szFJKzSO+A+YLWuurrU1LCHG6GYbBk8/9jVdefImfzZyJ0+nk0pu/wjXXXWd1aqKDcTgc/HXa8/zjuRf47ey5eFO9XPO9m7n0ssusTk0ch9LSUjzhDK7KvZWm+gCGYdDN24OV9bP5cpd7aPI1YbPZ6Ozswpr6pVybewtNjU3Y7XbSjAzW1+9gfMb1BJoC5DuGYrc7MYNNTMi8DL8/QB/nENAad8zD6NRzCfiD9HUPJRIJkUcPhjjHEgqG6OcZit/fSE/jDApsQwmFwvTzFDEr8Cxl7LTs85HatI2XgIeAbsCfgOuI16cTDjfoqJqdSqnRwCSgKxAA1gIfaK1rTiBhIcQBDOP/2bvvOKnqc/Hjn+8p07f3XXaBpXdFmjRRUBN77zVG00xyb3JvzP3FlHtTjdFUTbk3scVgT1TEgoioNCnSWVhY2GXZ3qefM+d8f3/MurCCsBhlGHPerxcvmGfPmX3m7DLnmW9VuPbaq7j22qtSnYrjX5yu69xy603ccutNqU7F8U9auXIlrvgIigpKKSpIxmrbV1Nmz8Tvy6C0JAuA7W2vcU7mRDIDGZSVlAKwZusSrptUTlZ2FiWlyVE8z1S/w43nZpKXn4u7LBmreqyamf7JFBQWous6AE+99woF9nRKSotQFTV5XFU7mpzJoIpS6O2xXrctdKIuxRFJM+FMFeqvVEp5ihDCDayRUv5ACDEo1UkdyqlLHY4Tx+PxcNsXv8BtX/xCqlNx/IsLBAJ8+d++ypf/7aupTsXxT3r5xVcZnphOSXEp9LbpLW/YwGTm9qs5N+5dwWQxi7yCXEp6a863di1hWOJ0iooLUbVkc9bG3a2cas2juKwYRVEAWFrVwXj7AspGlvV938j2MIPFOMpHHCxr4lsMCsUwKsaUA8nlEdiufOLX4Gic2vQwLVLKvwMIIb4gpbSFEJ5jnXTUxk4hxC3A14C9wHpgJ+ABZgN3CSG2At+VUqZuSIbD4XA4HI6jEodNhZEDPO5Dn/Cjn3uSEbru9J73t1MIMVpKWSWEoLeYPGZBeSI4danD4XA4HJ8WA60bj3RcetacA+XUpod5QwjxA+AhQAoh5pPs7D6qY43s9AOzpJRHfCIhxCnACMApKh0Oh8PhOAnNnDmTmPs+qltsGjq3A5KCzEr2s5L8mJf2jq0IVDK8Q1ncsgG7RmNt3T7cms7wwlweXb+PFltnzc5m/G6dQUU+/vxiJ5tqGlmxJkxutkZZucmy0Gpq9rayu2sfWa4MMl0625VVhA9U0xaqxe/OxeNy02NuYGftToLhBrzuPHRXalfUkc4i8B9UALwnhFgNDAbWAr9ObUp9nLrU4XA4HI4099kLz+WZP3yNlsYGanq2oykuivylrLXfwGgPsnvvTryql2xvDuvsN+lqamFP9278uh+fy8sudTk9zXtpDNXg17NQNJ1t1tvUH9jOgXAt2a48NF1na2IF1fs20BytJ9ddiKor7GANW/aupCXaTJG3GKHb1Kjr2b73LTrjrRT5BpHQ4im9Pk5tepgbe/++CYgBXwJuPdZJR/2EIaV84Bhf3zjQ7BwOh8PhcJx4gUCAkvIc1u2sJVdZAEBT62r8WXFKxV6uKpuLJRMs6VhNjQ3rN+pM1K7DkAYrm18llK3RWe3hS+Vn0hWP8dCWdWzuziG2bgqjM0cTrA3y/KrFRLQW8hsmM0e5ga5YG8vlM3S5uol3V+ATFxCPttItX8bWDMyeM1DFJKKRZgx2pfT6CJeOe1BRSnM4yfzgkH/HSO7G3pmiXPpx6lKHw+FwONLfoEGDiLlCRNqCjOEKDBFlR+xlIr4eIm02Z4lriJhB3o4+T7urhcLmU5gmriVkdLI6/BxRdyeDO8YzmxsIGi2sUp7G0COM7RjNqcyhK97ABvVpUBNM7r6UaXIe7UY9O9XNNCmtjI1ezFh5Fm1mLS3qOnrM9zjVuozhsowms5qQviql18epTfuTUlZ+lPMGumbnUOCrwJBDz/moW8A7HA6Hw+E4Maqrq2muszh93A2EwiGQUChmonS2c+Np55FIJBBCMK9wKvUrfMyrvAzDMBBCMDFxOkKPc8WUM4nFYvhVlZmWSXClZNqwC4hFoxRmaIx0tZJoN5g5YgHRWJRcLZd9neMJBwWjR55OLBZD1/PY3byLSKyQ4SOmEovHcbkK2Fu/nWB4d8quj22YxPa3pOz7n2yklG+lOodjcepSh8PhcDjS15tvLifPGMO4MZ8lFAqhKHkoxgy6mvM4a8R5xOJxCpRcuiPT2N/UzsyR5xKLRsnX8ujsORWjA04fcSbRWIwSLYfmzgnQk8vkEbOJxmIU6uNoat1ESXQUE4dPJx6LUeiaxJ6G1ZTYMxgxbALxeJxC92nU1b7DafqFDCkZjmEYlHhmsqtmObAnZdfHqU37E0LcfKS4lPKRo5030Llj/wD+DLwI2MeXmsPhcDgcjlSpqqpCjQ1C9ahkZSY3I6pr3cx0XyWmaZCdnQPA3voNVDAG0zTJykoe19lcy7y8ChKWRXZ2NgA7m9soU2YgpeyLtbbUM07MRCiiL9bQcACvcjqarpPtSS75GI62oIqJuD0ePF4vAIYROXEX4wgUl47H6T3vI4Soof9iWBIQUsqhQohFUsqTYetbpy51OBwOhyNNbVy3hVyrEk3T+urGrfX1VDAK27bJ7q1DG1vrKWEiHFpzNh9glJiLoqoHYw0NjOY0dJcLd2/N2bO/jdH2mXg8Hry9sagZwSNy8Xq9eHvrUGlJNOnD50v+sWQCHe8JvR4f5NSmhzntkH+7gfnAJpK7tH+ogTZ2xqSUv/mIiTmOQyQS4cknn2HZG6sZVF7Mbbddz7Bhw1Kd1nFbvXo1jz7yNHHD5Morz+ecc87u2xktXTQ2NvLQXx5nx449TJ06kRtuvJrc3NxUp3VcDMPghRdeYvGLS8nJzeaWz13NhAkTUp3Wcdu8eTMPPfQEnR3dXHDhAi6++IK+HZ/TRUdHB48+upD167Yyduwwbrn1ekpKSlKd1nGxbZtXX32NF55+FZdb59qbL2PGjBmpTuu47d69m0f+vJCG+mbmzp/BlVddhs/nS3VaxyUUCvHkE8/w1vJ3GTy4jFtvu46hQ4ce8dhBgwYh3e1IKQnGGgFwu3KoDe5A1TVquxtRhEJxIJv17GeCPpPmaB2a4iKgFbIvsplZynh2tzfhc7koz8ni3T0NjFAm0Rzdh0cNkOXOpyPagK2MpCGyD7+WQZ67gL3hZqQcTE+kFbeehdedTSzeiWVFicXbcbty0FT3ibx0h7ENk6jTe36oKUf52nUnLIujc+rSE6ijo4Mn//oE2zdsoXL0cK65+bq0vH8tee01lr6wCN3t4sKrr0rb+9czjz9KW2Mjk2fN4ZLLr0jL+9dzTz3NhhVrKC4v4+qbb/jQ+9fJSkrJihUrePmZZzDNBOdeeglnnnVW2n3WOXDgAE88/Fdqd+9lwtRTufK6q/saj9KFYRi88I/nefuVZeQW5HHlzdcyduzYVKd13DZu3MhTDz1FqCfE/Ivmc/6F56NpqV3T/Hi1t7fzt0cWsm19FaMmjuD6W6+lsLDwiMcOGzGEleIdbDma9lg9muIm4MqnjXqEegoN0VrcipdcTz4dwQOgjqcxug+fGiDbXUBntAFbGU5j9AB+LZNsdx7dZhOmrKAr2oRfy8GnZxKy24lbpXQZLWTqeeiqjilDRBNBgkYbma4CpCKxVZNIooces50svQCD1HbEO7Vpf1LKrx36WAgRAJ4+1nlCyiPvyPqBJ7uO5ILvrwF9q7VKKTccd6YnwJQpU+S6detSncZxi0QiXH7ZzRyoz8fnGUHc6ECKdfz2d3czZ87sVKc3YL/85QP85c9v4NYnoyg6MWMzZ541iF//+mepTm3Adu3axfXXfZVE7FS8nmIisVoCWbt49rm/UFSUHr0slmVx43V3sHerTrZrPGYiRDeruOv7t3DFFZemOr0Be/rp5/jRDx9CE1PQND/R+A7GjYe/Pv4nVFVNdXoD0tTUxOWX30aoeyRebwXRaBMuzyb+tvC3jBgxItXpDYiUkm987dtsWdpBmT4VS5rst97hyjvO4M6vfzHV6Q3YW2+9w7e/eg8FiTn4XXm0xbbjHXKAhc/+JW0+MAaDQa649Ga6G8vJcA8narQTU9fwwJ/+m+nTpx12vJSScxdczMbVdXhEGSCIyXp0vYV8UUi+GIKNTQe1tCY6yUgUU0AlJjE6xH4S3iYyyCNbDMUgTFg00BGP4TEKyBGVxOgirDRiqWE8Zh7ZDCVKO2G1mW4ljExk4VIGkbDbsdVWEBKRyMKrDCJuN2OprXQGd6+XUh6tke0TMzanVD4+77ZP5Lkn/+NHKXtdH5UQYvDRvi6lrD1RuXyYdKtLIX1r06amJr549ec5nTGMyBxCXaiBN+IbuO+R36TV/evub/4HYmcN5w4ZQTyR4O81Ozjlkgu4/StfSXV6A7bi7bf5ww+/w80TKyjNzmDF3gZW9Cg8+MjjaXX/uv3qG5kqCjglfzCNwU7+0byZb93/I6ZNn57q9Absd/fdR/Vrr3PJsJFoisJLe/cQOHUid//oR6lObcC2b9/Od27/N87LmcDgzCK2ddTxjrmXPz75CPn5+alOb0BM0+QLN3yekkYXU/LG0BUL8nLHu9x895c5/8LzU53egD3x1yd4+r5nmOuZi1fzsjG8ETnB5oGHHkibBvQDBw5w2+VfYnj3dErdlTTF97EzsJI/PPWbI3ZmRKNR5k0/l9bqKPliGCYRusR+DLWTbLOIIlFJjBDtSj1hNYjfyKdQDCMsO+nWDpAQUQKJfEoZSjftdKgNGMLAa+ZRwFC6aaJHa0Qq4DJzyBIVBGUDUbUJVWj4zTzyRDltcj89WhNu4SFg5pEnSmmRtXRrTdSHnNr0ZCWEcAObpZSjjnbcQLsLJpDcAeksDk4Xkr2PHR+TJ554mgP1BeRkJT+sut25mGYx3/vuvbyxbBZCiGM8Q+q1t7fz2KOLyMm8EiGSb85ezwKWv/ki27dvT5ueth98/14U6yyyM4uB5Ciorm4Pv/71H/nJT76X4uwG5o03lrFvG5RlnJkMuAvIsAdx3z1/4qKLzsflcqU2wQGIx+P8/J4/kOm/CkVJvl15PHPYvv0Nli17kwUL5qc4w4H51S//QLhnEtlZI4Hk71Mkms0PfvALHn/8jynObmC2bdvGpuX1jM+4pi+WI6/hiYf+j+tuvCotRj1LKfnhd3/BCO0a3J4AAAHXXPbte4unn3qOm2+5IcUZDsxfH1tId8NgCrOmAuB15xE3i/ned+7hlSXPHHavME2TSMhkaOalGJHk/3vFE6Yh+CQT/DdBLDlKOtfdTmfiSWZ7b0BGVYQQdHv2syL6IqN8N2Eb4BEg9D30WGuY5LueRByEgFb3JpqNHYzzXINlSIQCB/RVhK06Mr3nkjAlii4wlJUolkW+ez6WJVE0Qbt4jU5St2anomvOVKH+XgLGArUkp7NXADsBs/fxyTA9wKlLT5A//eYPzFdPY1J+8vNEvjeH/GAOv/rhL3jg0fS5f3Vv28m3ps7pi/1nfgHffvo5Lr/22rS5fz1wz4/46dmnkO1LTse8KmcUbNjJP559hutuvCnFGQ7MU48vZLoo5JwhkwAoDuQwOLuAX/3Pz3h80XNp8VmnubmZ1S8t5iez56H0ftb5Sm4eP1z1NtXV1WnTCfCr/7mHz5fPoywj2bBZ6M/Ge0DnoT/8L/9593+lOLuBefWVV8lv1LigIjkoqNifx5CsEn75899yzmfOSYtZYJFIhEd/8xi35d2G1vtZ51zvuTy/9XlWrFjBnDlzjvEMJ4ff/vxBJvYsYEjGaACyXXlkRHK4/4e/5rd/+dVhx4dCITTLyyzfFVgxBQT0eOqoir6OJ/U7AAAgAElEQVTKWb6bsGOAEDR6drAltppZnhux4iBU2O9aT4dZzXzPddimRFFgs7acVrOD0/TLsBISRRVs0V8mLC0Gu87BtmyKVIW94gWKyGcs87B769B3lL9RplQykhnYlmSCPosl/OUEX8H+nNq0PyHECxxcYkkBxgFPHuu8gTZ2XgpUSimNj5aeYyBeX7ICn3dMv5iuBwj2QHd3d1pMK9i8eTOWNaivofN9llnB6tXvpk1j5+7q/fi9/UfTZmWMZMXbz6Uoo+O37PWVeEX/gktVdNR4ATU1NYwePTpFmQ1cTU0N0i7oa+h8nyoqeeONlWnT2Llq1XoyM/qPpvV5S9i1a3mKMjp+a1atJRAfwaFL2AihkGFWsmXLFs4444zUJTdAnZ2dGEENtx7oFy/wjOPNJavSprFz2dLVZPn6j4Bx65k0dxhEo9HDRvisWrUKEa5g2OBxfbEDHeso7zqdotxyMjMzAdjctowRwbmUFZbj9/sBWNlcRUlkDiUlFXi9yQ/Y79Vvozw0j/Lyir5Ok+ba1QxKzGXw8CFoWnLE9e49r+OypjFsVGXfyIRNVW+SZZ7OyPHD+3J5a/tLH+flOW62kSBa50wVOsRbwG1SyjUAQogZwBellLekNKv+nLr0BNm0egNfzbuqX6wio5Sndi9NUUbHb92ad5ma038qpSIUTs0pSKv7VwaJvobO982uLOX/3lmeNo2da99ayQ1F/T/r5HozkMHYEe9fJ6NNmzZxWm5BX0MngBCCabn5bFi/Pm0aO1v2N1I2dla/2JSSkdz7zispyuj4rV2+ikmZ/Zd782huipVs9u/fT2XlR9rA+YSqrq6mjLK+hs73jVJHsXr5mrRp7Nz07lYu8M/tFyvzVbJu6+IjHr/ohcUMtk5neOXBgXnvNlYxLnQWg0rL8fSusbmvfh2jQmdRMWxwX+P1vtp3mJQ4k8qRQ/pm+b1b/SojjHkMG1fZ12mytjpGkTWX4WOH9TWT1WxPMFyezogxB39v3tpuM0yZxvDRyZgtbcT21C4h4NSmh/nFIf9OALVSygPHOmmgP8VNQDbgXPFPUNmgYqq2deJ25fTFpLSRpMfNHyA/Px9VCR4WV9QQxcXp0zvh9elY8TjqIWvJGWY3JaV5Kczq+AwqL+JtqwboP3UgQXdajGIAyMvLQ3L471PC6qKiYnwKMvpo8vJyaKjvwe062GFhWXH8vtSuVXg8ikoKSaibDoubWlfaTHfy+/0kiCCl3a9DJmy0M6Q8fd6fSkuLaK7uwK1n9MWktEExcLsP/50Kh8Ng9Y8nrDhuGcC2D+7tYlhRPDKAdUgsloiik4VtW30xMxHDK/xYVv9zM/D3Pl+y8DTsGKrwcOhyOZZtoAgPEonorTxtefC5U0FxaXjS6Od/AsySUn75/QdSytVCiJNtCJ9Tl54gWXk5dMa6yfMerE2jiRiuNLp/FRQVsj0ePSzeFI+m1f2rK25i2xJFOTj6saErSH5J+qx3WVBSRHN9Fzneg52OtrSJSvOI96+TUX5+Pi3x2GHxZiNO5YesT3gyUlwq8YSJWzs4+rEl3ElBUfq8hsKyYlo31lFJWb94pxkkJyfnQ846ueTn59Mluw6Ld1idjC9Lj0FCAFk5GYQau8nQD37WiVphfNlH3uinuzOIS/Zv3zCsKAGR0682jSWiZPfVlweP84hk7P3GzrgVwyN8SCn7GjsTtoEmPfTuswgkR8mrsv8yaEIqKB/Yl1EjtaOCndq0PynlW0KIfOB0kj/QXQM5b6CNnUVAlRBiLf3XRrroeBN1fLjbb7+BJa99nUSiGE3zIaVNT/BdLr7szAFNOe7q6mLhwqfZuHEHEyaM4vrrrzrhb/Tjx4+ndBA07N9LRiBZfEWjzQQyDjB/fvrMLrvt89dy389fIidjAUIo2LZJKPomX/3qv6c6tQG78urLePQvNxIzKvG4spFS0hbexMTpgz90seiTTWFhIZNOqeC9ddvICIxFCEHc6MLl3sEVV9yd6vQG7M6v3srXv/ZrdO18FEVHSovu0HK+9ZVrjn3ySWLBgvncl/V7drVodIUaUBSVgK+ArDGJtBmx7Xa7Ofu82az8+zsM9s9BCIGRCNOivsW9t92f6vQG7I4v3ciNb34Lv1WIpnqR0qYl+A6XXn/OEdexnTZtGqb7AVqDRTR1bAEkWYFy9rGSIXY5G2q3owiFXF8JW8VyihJ5vFW3DZfqItedx065lnwjwKbWHbg1Dz5PFg09a8mMKtQ178CnZxBw59AYWY8nGGF/cDcBVxa57nzqwjto7gjTFazD687G48kiEttJbUsrwXADXk8eHldqO/Oc3vPD7BJC/AlY2Pv4BpLT2E8mTl16gtz0pVv4v7t+xy0VF+FSdRK2xfMNy7jizqsHdH5jYyPP/G0hjXV1TJw+jYsuueSEd+DPX7CAh371G2Z0tjM4J9lp/V7Dfrr87rS6f005Yz5PvbeBqyePTC4zEo3zyKY6vvvA91Od3oBde9vN/PCOf+ffM/PxuzzY0ubve9Zx5oWfTZt12E855RTuV2BrUwPji0sB2NPWyqZIiP+cnT57LFx03ZU8/fjrXDtsLqqiEEsYPFG3ki/d951UpzZgl159OV9YeDNd0R7quhrw6178vgCVU8akTWNnWVkZeaNz2bxzCxOzk6vEtMfa2aJt5tuXfCvF2Q3cLV+9kd9/86/MV69BU3QsO8HK6CJuuOvI94qzzpnLyw//DKvLYn/3NjTVhc+VxS65kqy4m9rWHXg0H1meHGqCa/FEbA407cSrZxLw5LIzth67O0RdcDeZ7hxyfXnUJjZidLbQHNpHpjuPLHc2HcZ2drQ20B0+QMBbgKp7aLJ309Wyl/ZII/m+UhRd0Krto7mpis54K8W+CkwltRNHnNq0PyHEucCfSM4+AnhQCHGHlPKoQ9EHukHREed3SClPyjmY6boIPMCyZW/y/e/dRySiImWU88+fy3e/961jrjnS0NDAlVfeTrB7OB53GfF4A/7MXTz99P9SVlZ21HM/bm1tbXzjG3ezdWsdApXyiix++csfptVOi1JKfve7P/LYo39H2n40LcLX//02rrnmylSndlw2btzIt//zR/S0W9gyzvTZE/jpPd9Pm5HCkByVdtddP2DVyi0I3OTm69x773eZNGlSqlM7LgsXPs2vf/1nEqYXoUS46abLuPPOO9Jifar3ffWOf2PVwp0MMaeQwKTGs5LPf+8qvvaNO1Od2oAZhsFP/udelixegYYf3W9w9w+/ybx5c4998knktdde58f/8yviERdSRLjw4rP49v/7xofu3HnNFTezctEeBonkGr4HWI70N5IZHMJIeSYWCXaIVwllNCPCg8kR07FkjFb5Bpo/iDcyhnwxBVMGaZBLkL4gxMbiVcaRsLsJyTfR3HGEMRG3MpqE3UGUZWhaAj0xFY8yHNNuIcQyfKrCYGMeeWIkPXI/1cpiWmN7U7ZY+rjCCvnUlXd9Is89/sE7024ReCGEB/giMIfkUIh3gAellIcPZUqRdKtLIb1r02eeeJpHf/cXMvDRY4e56PrL+PyXbz/m/Wvr1q384M6vcUlpJYNzclnfVM9aM8IfHn+MjIyMo577caupqeHH3/5/mO0dmJZF0fBhfPeen5KXlz4zdgzD4Ff3/JT1by0lx+Oi21b48re+w5w0mIZ/qKVLXufBn91Phq3SY8aYdd4Cvv6tb6bVztMtLS388K5v01FXh4rAW1TId372UyoqKlKd2oDZts0ff/Mgrzz9PNm6jx4MbvnaF7j4sktSndqAJRIJrr/kKlxVXUzNGk6XEeb10Dbu+s2P02qDomAwyH/f9d9Ura3ChQs938X37/te2nTGvO9vjy7k4d89jsfMIKoFufbzV3DrHTcf8V5h2zZzpyzA2uZnNLOIE2U9i4kHOhkWmcg4ZTph2cMKexERb5jK6BSGyykEaedd8SIJd4Qx8dlUikl02c2sVl7A0k3GG/MoZywdsoE16vNYimS0uYBCRtJBLVvURWhCYXLiM5SKShrkHtbqL6FLF9Ot8yhSKqiTVaxVX6UxXOfUpicJIcQG4NL3N8kUQlQAf5dSnnbU847W2CmEEPIYraEDOeZES+eCEpL/+Ts7OwkEAgOe0vH1r/8Xby3TyMw4uP5EMFjDzDlRfvfAvZ9UqkcVCoWwLIusrKyUfP+Pg2ma9PT0kJ2dnTY9zh8kpaSzsxOPx5NWjZwfFIlEiMVi5OTkpFUD4aEsy6Krq4vMzMy0WDT9UNu3b+c/rvoRZ7pvTk4lEQIhJK9aD/Lsm4+lxZrCh4rH44RCIXJzc9P29+n9e0VGRsZRR/83NDRw9We+zGiupburd1kIb5gNtU9wacU3iISjCEUQdbWyqPEZThn6OcKhMIqiYKr1HGhYz4yhNxEMhtFUlW52sa1lMyMrLyYUDKPpGhFjCy0drVQOPpdwMILu0ghF1xDvFgwrn0coHMHtdtHWvZSy8CDGl8wmEong9rh5t+tJ3ut4MXU7XmaXykfn3PGJPPfURf+ddgXlySxd61JI/9r0o9y/PnflVdxRMozSzIP3h1eqtyPOmMHtX/7SJ5XqUXV3d6OqKoFA4NgHn6T+le5fJ7tgMIiUsm/t63RkGAbBYHLad7rs/P2+V19+haU//xvXVM4lYSVQhELcMrm39kWefeOltPvsFolEiMfjaTMq9UgSiQTd3d1kZWUdtQNj7dq1/PSWB5nBxfR0B1EUhUZlNztb3+WKobcSDoZRNZXd9hZ2NtXwmcHXEAqG0XWN7YlVdHd0M6/iIiLBCLpbZ13kdQjpnF42n0goisvjYnnP3/FES5lQPJNIJIrH4+bNzscYKScxumASsUgMj8/D35v/wDT3fCqyh2PE4nj9Xh6rv58t4dVObXqSEEK8J6U89VixDzpWF9oyIcSzwPNSyrpDntgFzAZuBpYBD3+krB1HpCjKcfc0r127iYxA/1GHgcBQ1m946uNM7bikcyH5Pl3X06rX/0iEEGmzRufR+Hy+tG6sBVBVNW1/n9asfJeS+FiER/QrHgvNEWzevJm5c9NrZKTb7U6b9cE+zEDvFe+99x4Z8RF4s314vcn/Qztbl1NuTcW2bYpLkmsCrWp+lww5EYmkuKQYgKr9a8hmAkIolPTGava9hlsZhabplJQmY1urG9DEWDweT9+HvuaqZnxiFv6An8ysZKy+qZUcex5ZWZlkZSc7wkLNh69VdSIJl4anvCClOZxMhBBvAB/agiKlPPMEpvNBTl2aIsd7/0okEoRa2ygd1X/QxayKSu5btixljZ3p3AH/vn+l+9fJ7kSPUP4kuFyutP1ZrF72NlNykgN9NDXZrOFV3BQrmdTV1aXVrEL4dHzW0TRtQL9PK5atosIajy/j4GveVL+UUZyKqioU99aXy2vqGMYkdP1gzdm8Zz+jxSy8Xu/BmnNnPVPleQQCGWT2vs+3tbQw2ZpNVnYW2b01Z7QlSI4sJTsnG3rblBMNCfxGDrm5yYAlLXSZ2vdYpzY9TIsQIkdK2QkghMgG2o510rEaOz8DfA5YKIQYCnQBHpK7D7wG/FJKufGfStvxscgI+Al1R9G0g2+QlhUjkJHeb5gOh+PkkFeQS1zbflg8pvakdQ/0v4KcnBxsVwgAyzYBcOsBupRqNE0jYRuAIKBlkhB70FQVyzYQKLhcfqJ0o2kqCTuOgopHzyAhe9A0FcuKIxQNl+4nHutBURQsK46i6OiaD8sIIoQgYcVQFRea5sVI9CAB04qhK67DdiA90aSRIFbXmtIcTjL/keoEjsKpS9OEqqqYEizbRj1ktFhrKEhegfMBzuFw/PNyCvPp2FoPH9igqMsMfyo6Nj7N8ovz2EYVAIYdR0HBp2cQlJ2oqkbciqEKDZ8eICg7URQVw4qhKjpeLUAo2okiFAwrhqbo+DQ/IbMLRHKzIl1x4VE9xKwwSIlhx9EUF6pQSYg4trQxbQNdcSGFja1YB2PChUFqV+5xatP+pJTnfuBxF3D2sc471ieM54CvSCkfFELoQD4Q7X1yx0nkji9cx39//0myM89BCAUpbYLht/jaN65NdWoOh+NTYMHZC/jtT/5EZ3QiOa7kBlcHontQysOMHz8+xdk5jmb69OnEAz9kSdVviBvJvVx0XadTrSba2IphGkhsPC433cpO3ttfj2FagIXH5Sam1LN8XzXxhA0k8OluTHGArbt2YVsCGwOXS8MSW9m+cyvS0rGJobtBqvtZt+NdpO1CEkNzWVTpL7Ct6hUkvTEttYvASwlSpudU0E+ClHJDqnM4CqcuTRNCCM666AKeeeddrhp7CkIIYgmTx3Zu5ks//0mq03M4HJ8Cl11zJV9/7jZG51aQ6fYDsKZpB2Xjh30qZrV9ml1w0fn8/ud/Zkv1KqRlY8kEqu6iWd1HbU0VMgEmBi63TpPeyN69G1AsDYMoiktlt7aZ7dUrUW0XBhEUl6RJe4Etu5bilh6iMoKlG2zQ/87mnYvRbQ+GiGJqEVbwLCt2/B2X7cVUYkTUHt4Sz/LGdguXTMaiWk9Kr49Tm/bXu5783cD7jZ6vAT+WUkaOdt6xGjsfBl4VQjwM3CulbPwn83R8Qi677BIaG1t55OEnkTITIXq4/QuXctVVl6c6NYfD8Sng8/l44LH7uevO72K0KljSpGhsNr9/4Ndpu2bYvwohRHJJDnscGSK5eULQqqVb3UexNYUMUQZI2q1d1Cp7sOVEXFo+UtqYchcJtQGDU1D1HGxpERZbUZQWvMxEVbOQ0sKQ69CUIH55BooawJYJ4vYKbJHAz5koqh9bmkTlG4SVOH7moeHDknFC4tWUXh/FreOpKExpDicTIUQN/aexS5JrvA8VQiySUl6QotTAqUvType+/jXuD/+U/3hjCUVeH43xKDfd+WWmTEmrpcIcDsdJatCgQfzHvd/nF9/7CdmWm2AiwuBJo/ifn/801ak5jkFVVXRVMF2fSa5ehC0tdoiNdNgNTOVMsvU8LGmxxV5Nh9LKdPscAkoOljR5T75JWAlyauJ8fGRiSpON9mKEmuBscQFekYEp4yzlHyAsTrMvxY0P046zhidxCS9T5IW4hYe4HWW5+lfc0s9MzsWluInKMEt4JKXXx6lND/MrwASuA54FtgG/BW472klHbeyUUj4lhHgJ+B6wTgjxGGAf8vX7/8mkHR8TIQR33nkHt99+M21tbeTn56f9ej4Oh+PkMnLkSJ579QlaWlrQdd3pNU8T69atQ3QVM2X0mSTM5DT2hkiQ4L7JjBp6Km63GyEEdk8TatMEhlZOQNN1hBC0tDfT1HwqlaPHI4SSXEC+uZZw61RGjZmARKIqKnvqq5DdpzNq3Dhsy0ZVVXbWvkciPIrR48ZhJSxUTWXL7pWo5lRGjx1Lwkygahrv7XwzpdfHjieI1jpThQ5xtJao605YFkfg1KXpRdM0vvW97xL5j2/S2dlJUVFRWu247XA4Tn6nz5rJ00teoKmpiUAgkNabRf0refmlV5jEVKaNnYFpmghF4UDzXiY3zmH86IkIIVAVhb2NWzml7UzGj5mIlBJFUdhZv47xXWczduz4ZM2pqeyu8zHKnMy4seNJJBJomsbbVT6GGbMYO2Zsb0zlvWovk+3PMGbMaBJmAk3XWFnlZYpyLiPHjCSRsNBUlTe3e1N6fZza9DAzpZQTAYQQlpTyb0KIrx/rpIFUHCYQBtxABocUlY6Tj9vtpqys7NgHOhwOx0cghKCoqCjVaTiOQ0tLC1o8G7yg9e6iHDE68dvFmIlE32ZyQaMTReZjJhJ4exeLj8e7UUQuppkgEEhOETNiPWhiKIlEAq83WQzGjC40ZTC2ZfftrBszevAqOUgp0V3J72uYIfxkIhB9sYSV2mnsiktzes8PIaXsEELkkqz53vczIcR/AZ0pSutQTl2aZj4Nm244HI6Tl6IolJaWpjoNx3FoqD1AjkhuZKT31qbd8U5ylXISiQR+f7Lm7Il3Ua5MIGFZeHoHcvUYXQxTxmPbdl8tGTJ7yFHykFL21aFhM4JPZiOEwKW/X3OauIQvOeup91whBaqloSgKLpeCJS3cIrWNnU5tenRCiCwG0JZ51AOEEJ8B7gdeACYfa068w+FwOByOk8uECRMIex4mZExgf/cmAPyuHHYrr2Jpk9jcuh5VqOS4C0mIJQhlOI3Nm1EUHZ8vn47OKqQcTGPTe6iaB5+/gM7gHky7hNbmGlyanwx/Me3R3USNLFo6anG5Mgj4Cgl37yUYddMTqsfjzsbnLcCM1NMZgki4EbcnD7crkNLrYxtO7/mhhBB/BWYBwUPCw4HxwIPA71ORFzh1qcPhcDgcnwZTZk3hfxc+Sk40l6qubbhUN4X+Ina0b6VcVrCheQUe1UeBv5ianq0UJvKo7d6FX8ukyFdMfaSKbMNPQ+duMlw55HiKqI1W44oo1If2kePOI9+bR1uiFj0YpyVaT667EI/uo8tuYldPiLZYEwWeUhRFIezqZkfXejribRT7BhEnmtLr49Smh9knhDildxPKbOBdBrCh5rFaQ78DXCml3PYxJOhwOBwOh+MEGzx4MIWVXl5++T7KxFwEsFU+gwx0sWjv7ykQpyOxaJGL0fxBqqqfRFdPRcoIhrUGr9+kuroHlzoJW7YTt9bg9Vps2d2OW0zApoGY/S4+l6SxOkQRk4iIVjrZAK4Ee3a34ldG0WnvJSg24VUVYtWnMkiMpk3WYqp7Unp9nN7zw0yUUg49NCCE2CClnJyqhA7h1KUOh8PhcKS5mTNncrd6NzurNjPDO4Oo3cHy6HLiHoPI3nZOc08hZDfxTmw5hidBZF8rk9yT6bTqWWssJ+FOEN7byEhlEs1yL9vkKhSXRfOeekZqY9lj7WK7tQFT2UD5vtMoZhRb2UKtuoMDyk5G7JtOsRjGJrmORm0vL0X/j/F1p1MsBrPOfodOrSGl18epTfuTUl50yMPPAHVSymO2SB9rzc45/2xiDofD4XA4Uqerq4uGvR3Mr/h3ejojgKQ8YzhvNf6JaWVfINwTQSiCIv8g3m16gqHlN9DTHUZRFdzeQhqb3qJy0LX09IRQNRVVz6GlbROVZZfT0xNC14ZgqV5c7e1MKb6CYDCMSx9JBgr7I+0MKT6bUCiM2z2MDtOiIpLDKQXziISjjPKMRo2HaY3Wpuz6OL3nh3n5CLElJzyLI3DqUofD4XA40l91dTV5MpcLR59PqDuEqqgUaQUsrV/G54bfTCgYRlNVMgmwuXkrV1ZeT7gnzHB9GG5bp661iXNKLycUDFPpGoFu2djxOGeWnEskFKXSPZx4OEI0ksOY/DlEIzEGeUZgxLoolyMYmTWZWDTOEO9IQqEWJrmmM9g9CiNmMMw/mo7OBhrYn7Lr49SmH05KuXOgxzqrhDscDofD8Sm2atUqsmKjyc3JJzcnGdvZ/ha5chq6rjOkcjAAVc1L0MWpuN0eKocVAFC7fzu6OAWfz0d+QT4Au/etxy0mkpERoKA3Vl29gnI5lezsbAoLk+durG4gIKeQn59HUVEy1ryjnUGJuRQXH1z3NVjVdUKuw4cRLg1PRUFKczgZCCHmSymXSinv+kB8LlCSorQcDofD4XB8yry++HUma6eQn5dPfl6ylly7ex0z3DPwB/x9NefyqreYrE8jMzOTgoJkrfbqtsWMZRo5OdkU9NacS3Y2MkecRX5BPkqRAkDLpnZGmLMpLjlYc0Z3hChiOCWlxX0xc7tBniyjtDJZ6tjSQmlLbTOZU5t+PJzGTofD4XA4PsXcbjdSMfvFVKEjMVCE0hdTFB2JiRDiYEzVkCQQyiExoSGlieh3roaNiXLIcZqiYUmTQ54OgYpF/1wOzSEVZDxBdF9bSnM4SfxFCDFGShkRQhQCNwM3AnuAh1KbmsPhcDgcjk8Lt9eNIT9Qmyoapuxfh2pHiOmKC1MaHzhOTz7foTWsULBE/+8hhEBK6wPZSBD9jsKSiY/82j4OTm368XAaOx0Oh8Ph+BSbOXMmQe89rNsfpDVYg5SS3Ixy2sQq9nRJOur3AYLsQCmmXE9rW5y9ew+gKAoefz6G3MmBpm6C4QMIoeLz5RKT29l3oIVwuBlF1XC7/ewTr9O1fwcd0WZcmhuv5qJbfZvNe7cRjXWiqW6kbrGN16mrfZuw2Ylb9YP+waLzxJKAlOKYx/0L+AWwSQixGxgD/Ao4S0rpVNsOh8PhcDg+NudddB63/P5maqqrqQ/tQxEqed5iVsVW01rXxIFgPaqike3NZbmxlPp9e2mONKCrbty6j9Xider2b6c91oRL9SAUjZXWUrbuWkdnrAOP5kHTJbusN6ireYew0YVH92PrCbbIN9i6ZwkRM4hfzyShmWzS32T1rsVEEmGyXDkYeoxU7lHk1KaHE0L4gJGAF2iUUu471jlOY6fjE5FIJFi27E02rN/CyFFD+exnP4OiKCxZ8jpbt+xk/IRRnH32Amzb5uWXX2HXzr1MPm0CZ545D8MweOmll6nZU8eM0yczZ84cwuEwL774Evv3NzJ37gymT59OT08PL7ywiKamNs46azannXZavx4eh8PhcCRHduYXZNG+HabLaxBCsLfzXXQPxLs1BiuXY2PT2r0ar0uidmdSpsxA2gk6u9/BpSeIBDPxKqcgMQmH3kF3xZGhYnLEDGw7Sk/4DXB1IqOn4RPTsOwQTfFXcSlh8sNzCCjlxM1uahLPYXrbmef/LCV6CR1WOwu7n0/p9VHcOt7BzlQhKeVvhRAPA9eS3OnyGiAqhFgopexJaXIOx8cgGo3y2iuvUlezh7GTJnHGvHnE43FeWbyYhro6Jk2dyuzZswmFQix+8SVaGpuYNvt0pk2bRnd3N4tfWERnWzszz5zLqaeeSltbGy8vWkSwu4e5889i/PjxNDU18cpLi4hHo8w7+xxGjx6d6pftcDgcJ538/HxsV5wKEy4ecg6GbbCo9V1MV4xSK4sFeVOJyhiLu5cRczW21GQAACAASURBVAWppJBzc04nbId5oedVYnoHozmdwZlnELR6eCH6Aj2EOC0+ixK9gm67k8XxpzCExVTjMvJEGV1mK0vFQnqUGGcmLiVHLaIj0cQrLKTJqGeOdRlZSh4tsXr2aQNeFvIT4dSmBwkhLgbuBIYDe4EYUCCEyAWeBe6XUjYd8Vwp5QlL9ESZMmWKXLduXarT+JcVCoW45prbqK/zgSwFWvFn1KLpOl0dRQiKQTSRmd2IbUlCPeVAAYgG8gpaiUQSREJDEeSAqKe4JEhHZ4RYZBiKyAZRS3mFQWNjN0Z8FIIAQq1h5qwyfve7X6AoqZ0S6XA4HCeTbdu2cde193K6fi2RSASAdlnLktpXmDb8RpAShKDD2MWO/es5bcTVWJaFUBTaIpuoaqxm/OgLMU0TRVFp715Ld0uQSaPPwzAMNFWlvv1Nujpgwpj5xONxdE2jtullsnpKOW3UGcRicXRdZ1PTY5ztH8qsMdOIxeO4XDoPbn6YxQeWrpdSTknF9RmdOUj+edpXPpHnnr30/6Xsdf2zhBBjgFuBy4FVUsobUpxSWnNq09RqbGzk67fcyvRADkMzs9jS0caWRAw7GuWM3CIGBTJ4r72V3YpNtD3CTN9Q8l0ZbArvpy1bEmnpYnZgGDkuP+t69hIpdhNqaGJBwRAyXG7eaduPVZJLsL6O8weV4dU1XqtvYOK5n+HOb34z1S/f4XA4TiovLXqJVfc/y0UVpxONRFEUwdsNW6ne086Vky5O1pyqyrLGlYRaI1w06Tzi8TiaprFo/2uoHT7OHr+gN6bzzL7nyOkpY+boM4j31pwL9z7MkNhETh0xjXg8jsvl4vG9v2WqcgbjKicSj8dxu938cee9zNYvZXjFcAzDxOVy8cddP2JrZI1Tm6aYEOJzwBDgYSllzQe+ppPcmf0OKeWFRzrfGdnp+Nj9/vd/pm5vETnZk3sjI9hZXQOymFEj5/TFtm37XzyuCQyrnNEX27Dut2RlzmNwxYTe2EhWrrqPovyLKC0ZAYCUI3jzzXsYVHo9hQXlvceN4p23l/DGG8tYsGD+iXmhDofDkQZqamrIjJYhXAK/3w/ArrYm/HIopmGQnZ3ctWhfdzNehmCaJpmZmQDsaW/CJcpIJBIEAgEA9je14BbDsS2rLxaMtuBWTgUpyeiNRWNtlImpCKGQkdEbM9opypyOpmlk6DoAYSNy4i7GESguzek9PwIp5Q7gW0KIbwPnpTofh+Of8csf/4SbyocxqXQQAFPLB/P5hY9wx+TpTBuVHH05rWII1z38MF8aeyljyysBmCxHcPuLv+Du6dcypLgMgFOKhnHHop/zq/OuoTQ/uYnGqSUV3Pr0gzx03VXkZSXfP2cOHcJ3X3mZ6osuYsSIESf4FTscDsfJa8+OXQz1FqEoCv5Asjat72ljmKeCxCH1ZWOwmQmesdi2TSCQAUBTsJUZrlkAfce1hFsYo05HVRQCvTVnt9FFrihC13VcvTWnkYgT0LJwuVy4XK5kMrbAlXDjciX/WHYCN74Tdi2OxKlNk6SUfznK10zgxd4/R+Q0djo+dosXLyMr84J+sVisG02Z2i9mGDGEndv3WEqbhAWxqLcvlrCiYPsIh9SD55ldCAoIhWwKD3kPcGljef75JU5jp8PhcByisrKSoO9ZErZJQ2Q3IMl2FxAS76Hp02kOViUbJD35HGAjqj6Z1uAOFOEiy1NEY1c1ijqezp4qVNWLz1tIV7AelFG09+xDU/0EvIV0R+ux5WDaevbg1jLwuvMIGvXE7WKaeurx67l43fk0W80UxPI4EG6k0JuPz+U95mv4JNlGgoizCPyHklLawKJU5+Fw/DN2b93KnXPO7ntsWhYeoZCvHPwo1B2Lkq8H8JsHl0RqDndS6StEix1cW3hfdxOn5pZCLN4X29nWxNzSMhKRCPQ2diqKwoKyEpYvXeo0djocDschRowdxTsvb2GkWU5Vey0ezUVpZh67W+sYI8axuW07Xs1LSaCQvW11DGc4O9v2kOEKUBQoYH9nPRV2Bfs79pPpyqLAm09jqJ7iRBEHgvvJceWS5c6mPdpMvpFNc+wAea5CXJqHkNJNW6yZ1ngThZ4SUCSmFqM11kiH0UKhu4w4qe2Id2rT/oQQNx/t61LKR44Udxo7HR87r9dDVySOckgBKYSCEP03oRCAosgPRKz+OwH37vqr9Ivp2DKG+oHp6pYVIyPD/3G+FIfD4Uh7Y8eORSkJ8sfl/0WuGA9Ah9xK3NXO8j2/pEBMRJKgVW7BdPWwYtd+MpWx2MQJyh1IV4jNVbV4lNHYhDFkNZoWZ82OarzqKCzZjcEeVN1k/Y4d+NSRJGQHUXbTrW2ktWoD+WI0QVbQJXbxeHwbuSs3UcQIOlhNI/tSen2c3nOH49NPKAq2lKi99aSqCOJ2/5rTpapEE0a/5ZBcqk44EUdRD3a6e1QXQTOOohyMuVWNHtNAPeQ4gLCZwN878sjhcDgcSfPPXsA93/8xy7atZlrOSCJWnLVdu+mWcao37GJqzgi6zTDre2oIY7Jt3Q4m+UfTnuhiS2QXhmKz+b2NjPGMpiXRyk5jF5a6ga3b1zLCNYK1ViN7rGqq2c7mqnIqlOGskss4IPbQrO5j0J4KBmuDWWW+Rpuo50XzT5TvHUKZNohV5mJ6tNaUXh+nNj3Mab1/DwEqgTcO+ZoAnMZOx4lx661X8l93/R9d3RFMI4KquVA1EylXs23HKkwzhq57UDUDKdawZftbWAkD3eVD0+LYvMuWba9jWSYudwZC6SEh17J526vYVgKPJxsh2oiba9i89UVs28brzSUnN8ENN/wu1S/f4XA4TiqxWIy21jAT8m8hGrRBQkFgHFs7H2VGzueJhS0EgkH+Mbzb9TdG5d5INGwihCDfN5TdXa9QnnsNkbCBogiEu5SOnvWU515JNJJsGLD0AsKR3ZRlX0wsmvzAH1Uz0GJBRgcuIh4zKNUmsV914zYVJrjPxYgblGhTMMXz1FFz7BfyCXF6zx2OT7/Z557DLxa9RnNHB3HTJNPrpSth8rfdO2h5bx1mwiI34KPJ6OEfDetprF6CZVnk+bOoibbwj4a11FctwrZtijJy2djVyFO736NmTTO2lAzKyePthgYyN22huqkVW0qGFuSxT0oe+uxnU/3yHQ6H46TS2tpKtuLlxokLSEQMhBAML6jgH3vf5j8nXIIZNRCKYEiskKX7qvj84KuIR+IoqkJ+PIeqjnquyL8UI2aiqgoBw09XNMhn88/HiBucok1kaVzDinqY7luAETcZo09muf13Brnz+f/s3XeYVNX5wPHvufdO35ntvQNLEcSogIKoIKImtiR2jf2nJsYWEqOmqIlJ1GjUqEmMiZqosUeNvSI2RKR3BBaWpSzbd2en33vP749ZF5YioLsMI+fzPPOw+849Z947CvPOueeeM8ZzCIl4goOcB/Bs5zMMdg1jP30klmlykPNAnuj8t6pN9yJSyquEEDXA80AnMFVK+eLO2qnBTqXPDR48iFC4Cdsch1PPwbaDJOw30ISNJifg1LOwrXYsXkfKju6YH8tsRfI68XgHmhiPU/dhxZvRtLXEYkF0cQSG4SERa0A3VhGNhtDFURiGi1h0Paa1kMLCwlSfvqIoyl5l+vTpuKODKCsZ0BNb0zqD4paxZAdyCZRnArC46V2yGUtOdi4Z5cmZSEs3fI6HQ8jLy8dbnly/aMXaJbgZQ1FhEU5Xcr2jJbWf4bNGU1paimEkS4v5Kz6k0DyUisHlPTOlVi5/iUHxY6ioqejJZcay1N4qhAQpxc6P6wdCiIeBE4BGKeWI7tgtwMmADTQCF0gpN3TvRnlLd9wErpFSfiSEqCRZ/OmAA7hPSvnA18zLCwwGPMBGKeWar9OfoqRazbBhTPvX01xQfQB5bh9ru9q5s+VjGtojnF81hiyXm9XBVuZsaqQ9EuKcosPJMDzUhhqYa9QSTwS5bNBYvIaTZR0b+axlBXY8ytXDD8Gl68xvaeAD3UALCa4ZPg6H0JjZuJ6VVhC/35/q01cURdmrvPHKa0zMGk5l2eZ6cOaiWo7PP5CC/AI8HjcAU2ct4yj/GAqLinrW2HxrzgzGOQ+htGxzzfn6vLcYYxxKeVV5zx2hL8zpYrR1OJXVFSQn/8FbSyOM8IykakBlz+smZpoMdg2jelAVALa0EbNSvOFxCmtTACGEDswC1kspTxBCXAFcAwwE8qWUzd3HDQUeAQ4CfimlvHOLPrapcb9GPt8C/gOcBywHXhVCJKSUr35ZOzXYqfS5u+96kLKSU3E68pK78jpKWbHyUzRxMIMGDScej+N0lrJ0+XTcjglUVdWQSMRxucpYuPgDAv6jKS+rIJFI4HSWsWDxB+RlT6aoqAjTTOBwFrFg0XSKCyaTl5eLaZq43ZUEu/w8+eRzXHHFZal+CxRFUfYaiUQC7N4f97a00KQDW25eSsSyTYR0ILeI2dJC4O4Vs2wTgdH7ONtCF1u1tU20rWPSQt+q9JBIUklzGXir8lL18v8C7gce3SJ2h5Ty1wBCiKuAG4EfAu8CL0kppRBiJPAMMBTYCIyTUsaEEBnAIiHES1LKDbubTPeA6hXAIGA1EAXyhRA5wH+Bu6SUDV/tVBUldZ74+z/5zTHfxy0MEokEBc4KcpbP4dL9xlNeWo6ZSHBwRTnZn8/mvIFHUVBYiGma5BhFvLhpOuePOIKcnGxMy+LgsjzK1s/j/IPGkeH3Y9kWBxbmUlO/krMOGovb40FKm+8NGkhk6VzemzqVY487LtVvgaIoyl4jHo3h0By9YqZl4dLdJJcKT0pYFg6tdy1p2hZOzblNzKE7QEroHuy0bRud3kuLSGw02XsgUySf2OIYiS56t9vTUlybAlwNLAUC3b9/THL99mlbHdcKXAV8dzt9/Itta9yv6nHg1O7NMxFCnAi8DqjBTmXPWr16LR73KIQQPVdbTCuGQ8/A4XDg6N4NzbYlluXA6Uw+pLRBOEnE6dkhzTTD6CJAPGbicjlxuZxEYy3oeh6xaByXy4XL5QLA5Spm8aIVKTtvRVGUvdHYsWMJu/6MaY/D0JJXxfMzBrNUu5dDfZu/gJf4h7Ko8UG83ok9sQJ/DetaX8TjHt8TywpUsTY4A6fr0J5YZqCc5ugCHI5RPTG/v4SW9vno+rc2t/UVsSm8iOHs1xMLeHIg1LfnvDusmElodUtKXltK+YEQomqrWOcWv/roLsGllF07iMe3iLuArzQdQQhxEcm1kC6TUtZu9ZwDOA74B3DiV+lfUVIp3hXG70puhuZwOohbJgGHC2HaPTVnWyREoTsbK2H27Mq7IdhMZUYOiVh3zQmsb97A4Kw8YtEoefnJL6PL1jUyNDuPWCxKdk52z+sO8GVSt3JVKk5ZURRlrzXp28fwm6enMKp4CJpIli1DC6p4fuG7TDxwbM9xQwvLeXfxXMZuUXMOyC1n9rq5HOw4uCdWnlnKwo4F7K/t3xMr8hewOriUYQzvifldWdRpqxnK4J6Y2+2m0bGRGpIbyelCR+qbB1xTIZW1qRCiDDge+D0wBUBKObf7uV7HSikbgUYhxPFb97O9GvdrOFFKuXqLvju7Bzy/lBrsVPrcfsMHM/OTdei6i0ikAZcrF8NwI0Qn4UgD0WgjbncBmq6h61FC4fXEYi14PEVAHKfTpiu0lni8HY+nGEt24HQJgl1rSCSCyZjViNtj0BmsxTRDZPgqicXqOXjUwTvNT1EUZV+SmZnJ9Tddzu03P4AvNgKBIOhayOkXH8ucD/5NVtf+oNm0uRZw+gUT+ezjJ3HFhoEWJ+ZcwmnnjGXWjOfQEjUgIhgZKzjp1JEsmPsCIjYAoYfw5a5h5JhyVi15ES1WBUYngZJGykYVsGjFs2TEBxAzmskYFCQrE2ateZ6seCVdjgZyhgPvp+796der5++TJ4SYtUXkQSnlgztrJoT4PclbdTqAiVvEvwfcChSQLES/iJeTvLo9CLj2q8zqlFI+/CXPJYCXux+Kkna82Zk0h4K0hrvYGGynOruATjOGpWksbVxHczhIdXYBDdE2cBosaV5De7SLykARq4LNGC4n8xvWEIxFqMzMZ3FbI7rLxex1awgl4pQEspjf0sCpDgefrq0lbpl8q6SCpcFWJo0YvvMEFUVR9iGDBw/miLO+w11Pvsgh3oGEZZxPw6vY74TD+POiVxjlraLTjjIzsobK44byyNLn2U8fQAddLHXXUTiphKdWPEsNA2mljU0FzWSPyOaFuheositp1lqIV0Xx+A3eXfs8hYlKWowNeIcbbHI08FrLqxTLEjZo68n7Vi618RWE20Lk24Ws09ZSNa6Sma/MSNn7k+La9B7g50DK12ARQowHZgO6EOJl4FCSk3E/ITn7tPVL2285/febYtSoUXLWrFk7P1DpF8uWLePww08mGs5D1yqx5EagFiEE0q5A18qw7HUIbTVgIGUVuijGstcg9HqkbSAYiCbyMa1adGMDtu1EowYhsjGtFRjOTZgJJ5oYghABTGs5xcUwZ+77BAKBnaWoKIqyz2lsbOTtt99F2pLJx0yisLCQDRs28M7bUzEcBsceO5nc3FzWrl3Lu+9Ow+v1cOyxk8nKyqK2tpb3pr5PVnYmxxwzGb/fz7Jly/jow+nk5edyzDGT8Xg8LFy4kE8/nUVxcSFHHz0Jl8vF3LlzmTt7HqXlpRx11EQMw+Czzz5j0fzFVA6oZMKEI3E4HLOllKN2fhZ9b4i/XP79oKv7pe+JH1y70/Pqvur9yvbWMxJC3AC4pZQ3bRU/ArhRSnn0VvES4EWSV8A3fZWchRDnby8updzuTpfKrlG1aWq9/eabXPd/lzImP58h2VnMbNjEnJZmnNLFIdmVlHtymNW2hqXhRjzSyaHZAylyZzKzZRUrE834hcHheQPJdWXwcdMqauNt5OgGE4qryXS6mbZhNbWxTgocTiZXVOAzHLxZtwZXWRmvvv/eNru0K4qiKLBmzRo+eG8a3owMJh8zmczMTFauXMnHH3xIZlYWRx8zmYyMDJYsWcKn02eQl5/HpMlH99Scsz6dRXFpMUdNOgqn08ns2bNZMHcBZRVlTJg4AcMw+PTTT1m6aBnVg6o4/PDD0TSNjz76iJXLV1IztIbDDjsM27Z5f9r71NXWMfyA4YwePRpd1/e52lQIcQLwHSnl5UKICcDPpJQnbPH8GmDUF2t2bhG/Gejacs3O7ngVO6hxd4UQYp6U8ltCiBnAXcBz3U+dCvxESjl2x63VYKfSDx555FFu/8PbRMODiUSjOJ1OYon3EOThco4kFovhcrkIR1/DYQzE0AcTj8fxeNx0dD2P130wgjISiQQej5v2zqcI+CdgmXmYponX66Gl/VGyM48nEfdjWRYZGR5c3hk8/p/fctBBB6X6LVAURVF2gxAiZQXlsNxq+e/jb9r5gV/BIY9d+HUHOyuBV3fw3Gpg9HYKzke62zy3dZtdIYS4d4tfXSRnli6WUn7vq/SnJKnaNLVuvekmCj5fwsiMDBKJBC63m+ve/YhvF45haEZyTXiX283Nc5/nB4OOpMKVjWWaeLxefjHrCa4+4FjyNQ+WZeH2evnZjP9w82HfJhMN27YxPG6ufu9Z/nTcMXhtiZQSp8/LHYsX8+enn6a4uDjVb4GiKIqyG/bF2lQIcStwLsmNMN0k1+x8Xkr5g+7n17BnBzvnSykPEELMkFIeutVzn0opD/my9uo2dqXPPfnkS+TlHo1e4O6JzV8UwqEdQnX15h3X5i1IoFHF4JrkbmhS2sxdAJZZxJAhVQBYVoyWRR5sM49Bg6oBiCc6aW7NAZlNzRY7+ga7RvHEEy+qwU5FURRll9lxk9Ca1KyLtD1CiBop5RcLUJ8ELOuODwJWdW9QdBDgBFq611ZqkVJGhBDZwGEkr35/JVLKq7bKxws89VX7U5S9wawPP+C+iUegacm14SzbxmFp1HjzqBxQBUA4ESVngZcqdw4V1clYc7iDKm8Oxa4AZRXlANS1NzIyq5ACj4/ikhIAFm1ax/jiEvJ9PgoKC3te9zvBIG+/8QbnXXjhHjtXRVEUJb2lqjaVUt4A3ACwxczOH+zxRDZrE0KcAbwmhLiUZD0qgbOBN3bWWA12Kn3Otmy69zXbTLJNLLkD79Yzi7dq1x3rdZQEhMbWk5KF0LHtxO4nrCiKouyzNGc/rov04Zc/LYR4EpgA5Akh1gE3Ad8RQgwBbKCO5E7sAKcA5wkhEkAEOKN74HMY8CchhCT5IXqnlHJhH56FF1CLDirpTcpeGyvI7t/FFnWnLSWa0Lrr0y1iaGxZr0okhqaxZSEqJRjatjWsLgSWndqNLhRFUZT0ksradHuEEFeRXMezCFgghHhNSvl/QogiYBbJGaC2EOIaYL/uDYS2qXGllA/t5ktfBPwJGAVkAlvOHBUk6+YdUoOdSp875dRvc+/d7xMKR+gKbcTjzu3egX0JtauXEYo04vMUYBgCTV/BytqFRKItZPhKMIwEurGaFavmEI21E8goR9O60Iw1fL7yU2LxIJn+CgRNCG01y1d8RCIRIjNzAB5PJ6eddn2qT19RFEVJI3bcJLS6eecH9gMp5VnbCW+3EJRS3g7cvp3428DIvspJCFHL5iuPAsgCftlX/StKKowYM4Zn581ndVMTG9s7GVSQT0jGmdmxlpc+mU9zqJ2avHI2xTuZE1zL89Nn0h7tYmheJStDjczuqOeJD2YQjIUZUVjN7Jb17N+yjoVLPyEcjzGypIpp6+qp2VDK3JmfELNMRldUM6OtndsnT0716SuKoihpJJW16ReklNOAad0/3wvcu51jGoCyHbTfXo27uznUCiHOkFLGv0p77esmoChbmzx5Is2ts+lsD4B1NOGuEqKxBmLxJQQ788A6mmBnHolEM+HofMJdJWAdTWe7H8vqpLNrDuFQFVhH09bmAEK0d8wmGq4B6yhaW0Ez4rS2zSUWHYa0JtLcHCUaq2fkyD77vqcoiqLsC2RyVlZ/PNLUKODg7sdY4FqSt8wrStqacOxxPDt3HodmZ3HdQSOpdOg0RUNM2ziXI/Py+MnwgynU4wRlmA83zuI7ZQX8dOQBZOudRLU4H66by0llZVyz3wHo8VYShmR63ULOGFjOTw4YTiLcSMKh8VndUi4cWcqU0QNpbq8nKGzKyrb7PVBRFEVRtk/Vplv6SAjxkhDiciFE9e40VDM7lT53330PUVZyGoZeRDQaxeksYO265QiGU1G+X/cGRYWsWrMIj2scxUUDiMfjuN1FLF85j+zAt8nLKyGRiON2j2Xp5/MoyD2VrKxcEokEbs94liybT1nR6Xh9GZimic93NJFoHs8//yLnnntOqt8CRVEUJU1orn68Vejj/um2P0kpW7cK/UMIMQe4OxX5KEpf+M8DD3Dfqd/Hr2vE43EmlZTw7OermXLwUZTmF5JIxDmuopiX1y7n5gmTycnMImEmOKGymFfqVnLjkcfi8/mwTJOTygt5t2EVNx07GafTiW1ZfLekgOmN67jpxCPRNB1p21xVM4D7ZyxhxowZjBs3LtVvgaIoipImVG26mZRyjBCiAjiO5LJNFSTP4nVgmpQyuqO2arBT6XPz5i7Cn/F9hBB4vV4AEokQDj0Ln8+Hz+cDwLZMzISHjIwMILlBETiIxTT8/mTMNMPoIpNoxMZf7gcgGmtB1wsJh+MUFQd6Xte2q5j+8Vw12KkoiqLsMitm0rV679mgKNWEEOdv8asG7A/ssJBUlHTQ0dxE0QHJpWd9PoibJgGHC6dl99ScbZEQZf4AMp7AH0jWnPXtbQzJzsWMxQgUJXdUX9bYwIH5BcQjUfLzkl9GP1u7lrFlecSjMYq22Hl9VGEWi+bNUYOdiqIoyi5TtWlvUsq1wIPAg0IIAxhPcvDzZiFEm5Ty29trpwY7lT5XWlbMyuXNOB0BYvFWnI5MdN2JEGFMK0I83o7TmYXQBJpmYpph4okOnI5skHEcDkgkukiYQVzObCwZxOE0SCSCJMwQDsOPbbXgdDmJxzsxrTBuVx7RWCODaqpSffqKoihKGtFcBr7+uno+vX+67WcHb/GzCawBfpuaVBSlbxhuD6FYDNO2aeoKURwI0BmPg67THgnTGgmR78ugIdSF4XDQEuqiIxoly+OlrrMDh9NJUyhIMBol2+tlVXs7TpeLhs5OwokEBRkZLGvuxOlysr69k7hpUZmTRW1HiEHllak+fUVRFCWNqNp0x6SUJsm1RKcBCCGKd3SskGl64/6XGTVqlJw1a1aq09hnffbZZ5x88iUEOzV0rRDbbkbo7WjCwDJ9aFo+tt2EprchhKs7lodlb0LX2xHC2x3LwbIb0PUWEJnYph9NBLBkA5reiiALaQUQIgNLbqSoyMHH01+joKAg1W+BoiiKshuEELOllKNS8dqDM8rl/SOn9Evfx34yJWXnpexdVG2aWv995hn+etOvyTEE1Vl+lrW0syYYIdvpodDtpMyfwbLWduqCQQozfBR7XRT5vCxpbqO2M0S5P4MSn4scj5tlze3UBoNUZfqozPIQcDlY0tjBivYgg3IzqM7y4HHoLG0KYmUV8/LUabhcrlS/BYqiKMpuULXp3mOrzTN7SCm/dA1PNbNT6XMNDZvwuMqwXAdg2xJhgNSmgfTh1Mdg26A5wJJvouvFSG1/pAS3QyNmv4TLMRipD8G2JW6nIJp4Ho9rJJZWhZQSjyEIx57B6xmFmShCSvA4wNBn0NHRoQY7FUVRlF3Wr1fPP+mfbvuTEOKRL3teSnnhnspFUfpK06YGJgwq5diSXAQSqVVz3dRZHF1VxqSyIpASWxP8bOp0vrtfJYcU5iKkxBIDuPKtjzj7WwMYkeMHKUmIaq5440MuOWwQNYHkIGZEVvDDF2ZwxeGDKc9Ifr0K2YI75rYQiUTUYKeiKIqyy1Rtuo0tB2ddwInATm+bUIOdSp978MEnKMw/lrISP1KCELBgwzJc5AAAIABJREFU0bsY+rcYOqymJzZvwRvoYn+GDRvcvTOYZO4CgdsYxpChA7t3DEswd4ELXdQweFgVUoJlhZm/KIDLOYCaQWU9/XV0Ch5/7Fl+89tfpPotUBRFUdKErdZF2toRwM+B7d36c+cezkVR+sTUl//HvUePwaHrANi2xPvebCZXlVA9YCAAkUSCPNdnHF5eTHlVFQBt4QhVfg9jyosoLi0FYF1bB/vn+zmwPJ/CL9bx3NjMYeVZDC8vIC8/H0hOQTk5tJK33nid0888a8+esKIoipK2VG3a23Y2z3xQCLHTG/LVYKfS54LBLgwjuTGR6J5sLKWNtI3eMUBK0RNLLqlgIG3ZE7MsE014sG17c8yOoQkfpmn16s9hZNDS0tb/J6goiqJ8Y2guB77qfrp6PqN/uu1nnVLK/27vCSHEr/d0MorSF6Rl9gx0AljSxuPYXHMCxBImmW5XT80JEIrFyfG4sSyzJ9YVi5PndWF116EAndE4eT4XtmX2us8ux+OgqaO9f05KURRF+UZStWlvO9g8c6djmWqwU+lzkycfzpOPz8O0TLq6NuL15OJ0epD2Oho2tRAKN+LzFmAYOrqxiY0NDYQjLWRkFKNpFg5XK+s3vk802obfX4akA6erg3UbphKLdZIZqMC2N+F0dVG//h0S8RBZWQNAa+T4E9RO7IqiKMqus2MmXbXq6vkWvF/ynGePZaEofah80GA+rV1LbXMr69vaqSksIBhPsCYcYfrMWTR2BhlSVER9Z4j6SJz3pn9GS6iL/UtKWdzUxvpogjc/mklHJMKIkhJm1LdwfDjB/6bOJBSLc0BFCe+uamTCAYN5ZsFMYgmT8YMreKu2hcsvPTLVp68oiqKkEVWbbmPLzTNdwCHATpdV0votHWWfdfbZp7Jx02tsWL+JULCKhoYQochqovH32bixjVCwmo0b20gkNhAMv5N8PljNhvUN2LKJto7XadyUIBSsYt26tSDaaWp5haZGCAWrWFu/EsMRoqHxRVqaHXQFK1hTt4BQeAETJqiCUlEURdl1ySVTRL880tQMIcRVWweFENeQlvMBFAW+f+753PjaOzjMFr490EdTax2rg0H++NEnBOhgcqWPuoZVrA+HuW3aRxQ6gxxb5WVx/VKa4gn+8O6HlHuiHFXhYdaqJbRYNre+9RFD8sNMGqwxbek8Wi3BHW98wv65FkdUOnhq+mzqwjbDhg1L9ekriqIoaUTVpr1JKa/a4nEZMA64dWft1MxOpc89+u+nKCn+LthlhMMR3O5ymloaQVZTkD+cSCSKx1POhk3r8LgOJiuzmmg0htdbwdr1dWRmHUWGr4hYLI7PV8matbUU5p+My5lFPJ4gI6OSVWtqKS06C03zkEiYBAIDseQc3n13KieccHyq3wJFURQlTegug4yq3P7pfGb/dNvPbgDeE0KcAswluerMgUAxMDGViSnKV/Xcow/z13MnU+jWiMdinF1Vzodr2/jphG9RmZdFIh7ngupyPqhv4taTDiE/4MVMJPjhgAo+qnude884Ar/LgWkmuLK6ks/+9Qp/v3QcTg1sy+SnA8qZf+80/nbhEQjbRNo2tw0bxK3vrmHx4sWMGDEi1W+BoiiKkiZUbbpTXmDgzg5K2WCnEEIHZgHrpZQnCCGqgaeAHGAOcK6UMi6EcAGPkpy62gKcIaVck6K0+926dev44x/vZ/bsBeRkZ3HlVRdyzDGTU53Wbpk6dTpm/HDa2lqQEnRdJxbrxKEXkJub03Pc2vUJEiKTvLzkX2QpberqNeJRN/ndu4+ZZgTwE43olJclF3yPxdrQRAGRCAwYsHnn9XBkCK+/Nq3PBjtnzvyMO+/4G+s3bKKmporrr7+SoUOH9knfe0prayt3/ekvTJs2A5/Py0UXn8Hpp5+CEOlzVUdKyVNPPcsjjzxDOBRhwsRDmTLlx+Tk5Oy88V5k2bJl3HbrfaxcuYbS0iKu/fmPGDVq1M4b7kXC4TD33vsAr7/2Hrquc8aZJ3LxxedjGOl13eyNN97kr/f/m9bWDkaPHsnPfn4Fpd0bT6SLtWvXcvvt9zJv7hLy8nK46uqLmDTpqFSnlZasmEmwdut1z/ddUsoNQojhwHHAF1PSpgKvSynNHbdMf6o23b5ly5bxj3vuZt3q1eQXF3PBFVem3efX+trPySurpKOtDYRAajo+h062A3LzkvVlWyhCeaYXn2aR373JUH1rJ8MLAzjsBPkFyc+JpRuaGVudhWbFKSgqB+DTFZuYVJODsBI9mxYBTBqYyYyPPuizwc6333yTpx/5J8H2doYd8C0uueqatPz8+se9d7FiyUIyc3I586LLmHjUpFSntVsSiQSPPvwQU195Cdu2OPyYb3PhpZfh8aTXSh8zPvmExx64n5bGTVQMrOGSq6dQU1OT6rR2S1NTEw/c/RdmT5+FL8PHaRedxcnfOzmtvuvYts2zTz3Fq888QywSYdQRR3DJj39MVlZWqlPbLYsXL+Zvd9zH+jX1FJeXcMmUyznwwANTnVZaUrVpb0KIWuhZEluQXFbpxp21S+U31KuBpUCg+/fbgbullE8JIR4ALgb+1v1nm5RykBDizO7jzkhFwv2tqamJ0067hGhoNP6M02jeFOSnU/7G9Te0cc45p6c6vV1Wv2497U1NGEY+YNPSHCUWT+D0JZBSIqWFEDoCiSbsnhhoSBJouuiJaZoDW0bQda0npusubBnCMPTkxkfSRtMMEokgBQV9MwD24Ycf8ePL/4DHNQm36wgWz9/AWWddzdNP38fgwYP75DX6Wzgc5tRTLqSlaSiZgVPo6ojyu1ueZ82aeq677iepTm+X3X7b3Tzxn9n4fUeh625efnE5n0y/iFdefTJtisrly5dz9plXY4gJ+DxjWLuqmYsvvIm/PvBLDjtsXKrT2yW2bXP2WZdQuyqPTP/JWHGLv9z3CYsWLee++/6Y6vR22eOPPcWdtz1LlnciHsPP9Km1nD7zEv738qPk5fXTQuB9rKGhgdNPuwwzcigZvtNp3tDJT66+lxtv7uDUU7+X6vTSju4yyKjup6vns/qn2/7WPaj5SvdjX6Jq060sX76cmy//IVd+azg1E8dS39bOfddfy2W//T1jx6XP59eaNXVYo3IoD7iJm5KOcDsdoQhCS9aXpm3jdhi0h2Nout4T87kcNHXFMAwHti2xpE3A46Khc3PMlpJMr5ONwRi6YfTEDF2jMRQnK7dv/n155oknmP7Ew/x8zAhyfYOYU7+RKRedx1/+83RafX79/LLzuPKQYq4/bTiNnRHuvve3BDvaOel7p6Q6vV32yynXUN62nj+OH46uabw27yOm/HAWf/3XY2kzyPb+e+/x2O03M2X8fpSOKWXpxmZ+ffnF/OHv/2LAgAGpTm+XdHV1cdmZFzNRjGRK0RmEEhFevOMZNq3fyGVX/ijV6e2yu267ja5PP+VXI0bgdTr5cMUKfnzeeTzy3HM4nc5Up7dLFi9ezC8vmsJZhUdRUTaW9Z2N/O6yX3DDX25h1Oj0uji2N1C16Ta2/J/IlFJ27kojkdwBe88SQpQB/wZ+D0wBTgSagCIppSmEGAvcLKU8VgjxZvfPnwghDKAByJdfkvioUaPkrFnp91/xj7ffw38eW0dW5uarv7adICH/y/Tpr6Fpe/8Sq2vXrmXixDPZuD6GZUuQGmAiCeLxBBDCwLZ1NM1CiC4MPYt4IoGUBrpmI2UbDmch8XgUKXV0XWDbTbicpcRiISQGhq6RsDbgcQ8gGu0ADByGg7x8wetvPNonH9DHH38WrY1jcToDPbFQqJ6Dx7Ty9wfv/tr97wlPP/0st/7uXTIDh/bEpJSEok8x7f3n8Pv9Kcxu13R2djJxwun43Gf0Kh7bOz/hVzcey2mnfT+F2e26S/7vaubPKsTn3Tz7Ih7vILvwE1559ckUZrbrPv74Y664/O8EMnrPHgyGX+B/L91PeXl5ijLbdZZlMX7cCfjEaWja5mt9rZ0LOPvCSqb89MoUZrfrbrnljzz/dCtZgc3rwFlWDNv4Hx98+HJafFZsTQgxW0qZkmq4xlch7xn2837p+4TZV6bsvHaXEOJikrtbPialnL3Vc1kka7XzpJTpdbvJLlK16fZdd8UVnOCwGVKY3xNrDHZx94q1PPTMsynMbNd9/PHH3D3lMjLsCMFoHJeuY0nJ0sYORpaXEI7FcOkaUtNY3tTJgRW5tAfDuHQNzdBZsKGdsdUFNAe7cBkahuFg9rpmjhiaR0tHGEMXeN1Opq9oZcKQQpo6QxgaZHg9NNgBnnj5HQKBwM4T/RKWZXHmcZO5b/JonMbmXeXfXraa1hGH8qOrrv66b9Mecc8fb2Vwy2wmDNtcD4VjCa54aTlPvPx2Wnx+rVq1iruv/iG/nTS6V/zOj+Zxyi9u4eCDD95By73LBaecxM2HVJLt2zxxYF79JqbKfH5z+50pzGzXPfHo46x4aCaTSg7pidnS5s66//DUu8/j9X7Zfnt7h7a2Nq449VTuOPLIXt91Hl+wgP3OO4/jTzwxhdntuisv/CGHt1RTHijqiW0KtfCyYz4PPfPvFGb21anadO8hhDgHeEZKmdgqPgjwSSnnb69dqmZ23gP8HPhitCUXaN/i9qh1wBefgqVAPSRnGgghOrqPb95z6e4Zc+cuxuvpfZuLpjmwom46OzvTYir7ypUrQeYD9Ti1wxGaD2lHiZmvY9sSl3EkwvAiZRibN5BSx6EdgRDJ2Zq2eBVpO3Fo4xHCibSDoL2CbXtw6OOSMdmBrr+CbWXg1A9FCAe2bEMyu89m+jU2tuF19i5Mvd4yli79tE/63xPmzFmCrpf0igkhECKP9evXp8Ut+evWrUOQv81VckMrYe7cxWkz2Ll8eS0+70G9Yk5nJo2NbSnKaPctXrwc0yzYJm5ZBdTW1qbFYGdHRwe26UFz9f7o87rLmTtncYqy2n3z5i7B5+n9JUvXXYQjGtFoNC2K+72J5jLIGNBPV89n7/yQvYWU8iEhxETgeiHEocAmIArkA3HgSeDUFKbY31Rtuh11q1Yy5MhDesUK/Bl0tabPLrErly1lYK6P1uYY1x42DL/LQXM4xk9fn4vPAdccOgyv06AhGOG6dxaT53ZwxehheAyddR0RrmsMUpZlcNX4wTh1nbq2MAs3tTGkwMl3JhTiMDQ+bwzz2ZoODihzMXFwIbqmsaShi38u1HA4HF/7HDo6Osh1Gb0GOgFGFOfx8KIFX7v/PWXFkgWcOqr3v7delwOfZqXN59fKlSsZnpOxTXx4lo+VK1akzWBntLOj10AnwMjSAv7xTvrUQ0vnLWGIr6xXTBMaxc5cGhoa0mKGal1dHYMyM7f5rjM8J4flixenzWDnutX1lJeN7RUr9OXSWteUoozSm6pNt/EwcJEQ4rtSyuAWcUnyjpvt3mqyxwc7hRAnAI1SytlCiAlfhLdzqNyF57bs91LgUoCKioo+yHTPGzFiMEsWbcDpzOyJ2baJpkfSYhYeQFVVFW3tn+N1fx9dy+q+ZT2beNCNUz+CoUP3wzQTGIaDRUum4TQOY9DgwZimiWEYLFj0Dr6McVRVVWOaJrquMX/RuwSyxlFWVoZlmWh6CfMXTiMn71CKiwuxLAuns5r2DjePP/4M11779a9u52T7CbZ34XBsLmYikQZGfKvqa/e9p+y/fw1vvPoRsPnvg5QSW7ZQUlKy44Z7kdLSUmyakVL2KgJMu4ERIyakLrHdNGBABUsXNOD1bL7aGU8Eyc3L/JJWe5chQwai6+9vE9f1ZiorK1OQ0e4LBAIILZT8d3WLmZ3h6AaG758ey1MADB9ew+rP15PpGNITs+0ETpeJ2+1OYWbpyY6ZBFepdZEApJTvkdycSAOqSK6JtEFKmT5XZr4CVZvuWGllJauaWhiYv/lLV0sojDdz778A/4WqQTX8c8V6njx9LG5Dx7RtCrMyyPY4ueyQIVRXV2NaJvlCp+CjZVx4SA3FxaWYlom/WFL2yXJ+cOgg8gq6a848k8G5qzh93ECyc3KwbZu4L8qBpQ2cfGgNgUAA25aUD3Cy0arlnbff4sSTTv5a5xAIBGiJJkhYFg5984Dnsk0tVA856Eta7l2qa4axZP1Cxg/ZXIfGEiZdpkibz6+qqipeaw9tE1/eEeb46uoUZPTVOLwZdERiZHpcPbElG5uoHJg+a3YOGj6YNbPnUZW5eaawlJKGeAuFhYUpzGzXlZeXs6qjY5v48rY2Bhx3XAoy+mqKyorZ0NVEScbmuwCaI+1k5menMKv0pWrTbSwG/gdME0KcIKXcCCClXCWE2OFAWSruFTgMOEkIsYbkou9HkbyantV9KxBAGbCh++d1QDlA9/OZwDb/5aWUD0opR0kpR32xqHi6uejiH+DyzCcUXg+AaYbpCL7FJZeeha7rO2m9dxgwYAAul0BKByAQwsCyYwhhomk+dF3D5XJ1r8EJtm2g6zoulwtNE4CTRIKeGCTQhZ9E3MIwkjHbCqNr2STiCQzDwOVyIYTA7cqjdlV9n5zHz6/7EV2RN4nHk8tBRGMtJOz3+dnP0mf9l+9+9yQCWWvpDK5CSollxWjrmMaJJx75tW+n2lMyMzM54fjxtHW+j2XFkFLSGVxJZlY9J598QqrT22U/u/ZHxOxpRGPJmTDxRCddkTe59tofpjizXTd+/HhKyiK0dyxGShvbNmnv+JSDR5VTVVWV6vR2iWEYXHzJmTQH3+re/Ay6wuswvAu48MJzUpzdrrv0svPRXLMJRZIfkwkzRFvwDX50+XlpcQvg3uaLq+f98UhXUkpbSlkrpVz8TR/o7KZq0x248IoruX/uIta1J7+MN3WF+NOM2VxwRXos+wHJz6+EFFiWjSYETl2jqStGptuJjkzWnE4XoXiCooAHK5FA7645OyJxqnN9mIlEdx3qpCkYoabQSyIewzAMnE4njR0RhvTEHD3r7FVmu2hYv/Zrn4NhGJx0zrnc/dE8OqMxAJZubOLpVRs57Qfnfu3+95Qzz7+Ih+dsYvnG5F+X9nCMW99czKnn/V/afH4NGTIEUVTBiws/J2FZWLbNW8tqWe/wMXr06J13sJc490dXcNvUBbR0hQFY09zOXz6r5fwf/jjFme267532fWaJlSxtSX7XiZhRnqt/h6O+dww+ny/V6e2S3Nxcho0bx6Pz5hFNJPe3+LSujhldXRyTRoOdl0y5nCc2vEtjOPl3uznSzmP1b3HplMtTnFl6UrXpNoSU8l6SSw29J4QYAyCEKAasHTXa4zM7pZQ3ADcAdF89/5mU8hwhxLMkb496Cjif5MgtwEvdv3/S/fzUL1sTKZ0VFxfz1NN/5Zbf/omlSz/C7/dyzc/OSbsNJ844/ST++2wjoVAdCbMVv68An5aDoI3O4ErCkUa8ngI0TccwQrR3LCMaa8XnLQYSuFwJ2tqXEIu34/OWYtntuD2S1raFxBNdZPjKsO1G3B5BS+t8EmaYgL+aeKKO8Ycf2SfnMGnSUfz5Xo0/3fl3mps7qKgq5IZf3Mrw4cP7pP89ISMjg2ef+yd/+MM9zPz0aVwuJ1f/5PtcdNF5qU5tt9z8mxsor/g3jz/2ArFYnCMmHsgvfvFQ2hQxACNGjOChh3/PbbfeR339JvIKMvn9tT9jwoS++f91T9B1nSef/Ae33/5n3pv6LJquce4Fx3LVVekzYAvwf5dcQFZ2Jg/+/T8Eg2H2O3AQv/z1X9JmBgBAWVkZTz51P7+75W6WL/+AQKaPa395PiefnB63Ou1t7Kilrp7v41RtumMjRozgp3f8iX/++R5aZi8iIzuL8395I0dMmJDq1HaZruvsd9BoVnVZ1K6qZ1NXhOFlxYRtQZcteH9ZHY2dXQwpzqeutYsoOu8uWU1LV4T9SvJZtLGTuDB4Y/5qOkIx9ivPY+bqDi4QLl6ZtYauSIJh5dl8uLKd0w538L+ZtcRMi8OGFjNzbYhjTxjTJ+fxgwsu5KVAJjc+9i9i4RDlgwZz298fSrvPr1vuf4gH7r6d9R/Mx+3zc9r5Uzj+xJNSndpuue3e+/nnX+7nqrffQNqSMUdO5M9XX5M2A7YAxxz3bQzDwe8f/CuhjnbySkq5/k/3p81GrJCc8fzXJx7kz7fexStzn8DpcfLdS0/lrHPPTnVqu+X6m2/m0Yce4oYXXsCMxxkxejT333pr2mzECnDQQQdx/f2/5YE776e1ronM/GyuuesXjBt/WKpTS0uqNt2GBJBSPi+EqAf+JYRIAAXANTtqlJINinpefHNBeYIQYgDJYjIHmAv8QEoZE0K4gceAA0leNT9TSln7Zf2m6yLw3xQrV67k0EOOIxatQNeqsO2N2GIhmtCQ9hB0rRzLrgexFNBADkfXirHsNaAtR9oGGiPRtHxMayW6UYtpGegcgCZyMO3lGI46EgknujgQTQRI2EsoLIqzcOHHaTUIpiiKoqR2EfhB3kp515Dr+6Xvk+ddnnaLwO/rVG36zTTtvfe45oKzOXFQIfsVBJi+tpk3VzfjdcBpI4oZlOfjvZXNTF3TTsAlOWtUAZV5Ll5f2MqHq8NkGoIz9y+nMMPNq8s3MKsxRK4Tzj6ggmyPkxeWrGNJS4x8D5xzYCk+p87T8zcg86p4+Z0P0moQTFEURVG16d5ECDFSSrlgq9hAoOnLdmZP1QZFAEgppwHTun+uBba59CmljAKn7dHElK/l9dffoTD/KGLRasLhCG73QLrCUQTFZPhGEIlE8XgG0RHswukYhts1kGg0hs9bQ3N7OxkZh2IYJcRicTIyBrOp6XHys48BsonHE2RkDGVj48MU5X8f0/SQSFgEAvvhcM1k7ty5jB8/PtVvgaIoipImdJdBxoCc/ul8Xv90q/QfVZt+M019/RV+e9JhDPY7icdjHDyoktoXP+aHRwxiaKEfMx7nkKEVrPzPR9x4ymAqsp2YZoKxI8o4457P+MN3DiPXrWOZJmMGD+DcR9/mz6ccQYYmsW2LgwcO5ILH3+Sv5xyJw4ojpc0RIwbzm2l11NfXp83a1oqiKErqqdp0G41CCJ+UMiSE0IGAlHLVzhqldLBT+WZ68YU3ycn+Dpq2effJ+Qu7cGgVlJVtXpC8eUEcjSLKByUXlZbSpqEZEokcBgxI7qxnWTE2NnpJJPwMGpTc7Tke72BjYx6JhJvq6s0L/odCB/Dcc6+pwU5FURRll1kxk+CqfWFZSkXZdy2Z8xlTvntIz2aHpmXjMWBglpPSsmR92RmJURwwKA1olJYn68v1LSGGFfjJc+uUlicHLD9vaGFMaQ6ZTp3ikmS9OqduI5MG5pHh0Cgoq+p53ROGdPHeO29xwcWX7MGzVRRFUdKZqk238T/gBCFEHJgJeIQQL0opv3T6qxrsVPqcYRhEpYnG5sFOhACxK0sm2NuGpNVrJ24htO5Y71uCbGnhdDq2bq0oiqIoO9SvV8/n90+3iqLsLoGUyXIUkn+ats2WlakmBKZl96o5DV0QN62tYhrxrY7TtW1jAHFLYhjq65aiKIqy61Rtug23lLJJCHEcMEtKeYkQYjGgBjuVPeucH3yX393yXzo7Q0QjbTidGRgGSOaw7PPZxGKduFwBdMNCaPNYunwG8XgXbk82hsMEbSFLln1IIhHB481D07uwWcjipVMxzQg+XxGITVhyAYuWvIllxfD7y8gIhDn77NtTffqKoihKGlFXzxXlm2/0ERP5y7QPqG9uoi0UoSQrk7aYzbMLN7H+w9V0hKNU5WdR15bg2TktfP7KGroicYaU5bBoUxcvLFnP0qkLicTiDCnJZ8a6Fp5fXM/it+YQM032Ky3k7RVNFOavY17tXBKWzYEDCpjbZnL/r76T6tNXFEVR0oiqTbclhMgBzgJe7A4ldtZGDXYqfW706IPo6Pgj8chYDH0cZqKFhP0muujC5igMLZ9ErAmTN7CsenQxEUPLJRbeiC1WELHWoosj0UUW0fB6EEsJhdZiaEegCz+hYB2GAZ3BdTi08ejCS7BjNS5PPdXV1ak+fUVRFCWN6C4D/4Ds/ul8wc4PURSl/x045hDuffHfXDehnMqcUhZs6OCDVXHmrW3mZ4cPpCTgZs66dt5aBvNXtTLlqAoK/U5mrO7gRamxfH0zPzq4hmyPg4/XNmJrBvVNTUw5rAq/y8G7Kzdhay7W1YW4av8DcBoab69eR9h0kJubm+rTVxRFUdKIqk23cQfwOcl5qa8IIQLAWztrpAY7lT53110PUF5yGoZRQCwWxeksZNWauWgcyIDq4cRiMVyuIpavmInbdSQV5QOJx+O4XMUsWf4JmRnfobi4jEQigctVzKKln1CQeyK5uXmYponLVcDCJTMpKTyJrKxMTNPE6y0n2JXJU089x2WXXZzqt0BRFEVJE1bUpHOlunquKN9kTz70V/5+ySR8DojHExxeXE7Jx+u56dsHUF5cTMJMMKG4gn/OXs1vvjeS/LxcTNNkYn4F//xgIzcccyh+fwDLMjkqv5T/Lqvj598ejcfrxbJsJmYV8uriZn585OE4nE5s2+a8qhoScxfwwfvvc9SkSal+CxRFUZQ0oWrT3qSUjwOPf/G7EEKXUv5cCOHu3jRyu7QdPaEoX9Xny2vxektxuZwEAgHcbjdmIoq0/bhcLgKBAC6XC9uWWKYTt9tNIBDA6TQAF/E4eDweAoEAum6hi0yiEROv10sgEEASwdALiUZiPTHDMHC7y5k3d2mqT19RFEVJM1KKfnkoirJ3iAbbyfW7u2tOP0I3yPY4MGwTt8eD3x8glJBU5niRZhyPx4Pf76clFGdIfiaJWBSf10vAH2BjZ4gDirKIR2P4vD4Cfj/1rV0cWJhHLBrF5/Ph9/vRNI1hWZmsXKZqU0VRFGX3qNr0S/1VCOEBHviyg9TMTqXPDRhYyaJ5DXi9xT0xw3AjCPY6TtNA1zcvtZDceCiG07nFgu+6G0t24HLrPTGnI4BpNeJ2O3v1F4ttYPiIYX19OoqiKMpYE7rqAAAgAElEQVQ3mOYyyBjYT4vAL+6fbhVF2T0Ob4C2UJRsnzv5u67RHklgaZvry0yPi7VtETRjc31ZEPDweXMnDperJ1aS6WfRpo5esYocPwsaWzjH7e71uis6ghxcM7i/TktRFEX5BlK16Y4JIY4AZgEfAo8IIY6UUr6/vWPVYKfS56699nLOPmsK0ejRuN15xOOdZGYDcj6xeDUuZzaxeBvZOTq6Nod4vAynM0A02kxOrgOncw6JRBEORwbRaCO5uQYuzzxMMx/D8BKJNpKTq+Fwz8O0stE1N12hOnyBzzn77BtTffqKoihKGrFilrpVSFG+4c774VX87i+/47pjaijI9FLXFCRs+PjH/CauKywlx+dmdXMHYc3HPz9r4ae5BQS8Tmo3dRLUPTyxbAOXZuXiczpY09JOs3Tx3LJNXJCZhdthUNcaZIMFr9XVc4rfj0PT+Xj1GhbGTX46cWKqT19RFEVJI6o23SVyZweowU6lz+23337869+38fvf/Zn6+k3kFWZy6x2/w+12c/tt99PQ0EJxWS733PdnotEod97xAM3NHVQOKOLBhx9i/fqN3Hfvw7S1dVEzrJx//fIJli79nAceeIxgZ5j9DxjA079+gRkzPuOhh54iHIoxZuwwfvWrB8nJ6acrIIqiKMo3ku7S8ffX1fMl/dOtoii75+hjjsVwOLjlwfvp6qglr7iMux95mo3r13HjQw8Q7QpSXFnNg8+8xLIli7j2Pw8TC4eoGDSUx/73Bp/NmM51Tz6BGYtSM2Ikz775Lu+9/SbXvPAsZjzOsANH8cLUO3n1xRe49uWXsS2TA8eO4/477sHhcKT69BVFUZQ0omrTHZNSfiCEOB84HPiblPIvOzpWSLnTAdG0M2rUKDlr1qxUp6EoiqIoyi4QQsyWUo5KxWsP9FTJ26p/1S99n770kpSdl7J3UbWpoiiKoqQPVZvuvYQQLill7Is/d3ScmtmpKIqiKMo+S3fpBAZl90/nal8SRVEURVEUZTeo2rQ3IcQoKWXPFeMtBjgLhRCVUsoPt9dODXYqiqIoirLPsmIWHSvaU52GoiiKoiiKoqjadFsvAOXbiQeAe4CDt9dIDXYqiqIoirLP0l1G/109X9Y/3SqKoiiKoijfTKo23UaWEOKR7cQFMHJHjdRgp6IoiqIo+ywraqqr54qiKIqiKMpeQdWm24gCr7D9Hdhf2lEjNdipKIqiKMo+SwK2FKlOQ1EURVEURVFUbbqtBinlf3e3kRrsVBRFURRln5W8VSirfzr/vH+6VRRFURRFUb6ZVG3am5Ry/6/STg12KoqiKIqyz7Ji6lYhRVEURVEUZe+gatNtCSGygWOBMpKTX9cDb0op23bURg12KoqiKIqyz9JdBpn9tQj8iv7pVlEURVEURflmUrVpb0KIC4BfA28Da7vDRwK/F0L8Vkr57+21U4OdiqIoiqLss6yY9f/s3Xd8FNX+xvHP2U02vdBBqoBUC1VFBBFRVBQRCwqo2Bs27F2x/OztiiIq2KWKFAuCgihYAAsgICC9hE5Cenb3/P7YJRBpCSbMDnne95XXvZydGZ69CTnf/c7MGbbr7LmIiIiIRADVpnt4EGhlrU3ffdAYkwLMAtTsFBEREdmdN8ZbdmfPl5bNYUVERETk8KTadA8W8Oxl3LD3J7QDanaKiIhIOaaz5yIiIiISKVSb7uFJYLYxZjKwJjxWEzgDeHxfO6nZKSIiIuWWJ8Zbdk+8/Gf/LxtjhgLnAButtUeHxyoCI4B6wArgYmvtNmOMAV4FzgaygX7W2t/C+1wBPBQ+7JP7WrtIRERERCKbU7WpMSYWmA7EEOoVjrbWPmqMeRdoQ+hKysWEatBMY8wNwM1AAMgErrPWLjDGHA8M2XlY4DFr7diDjWyt/cAYM57QA4qOCB9zGnDfv29t352anSIiIlJuBXIdPXv+HvA68MFuY/cB31prnzHG3Bf+873AWcBR4a8TgDeBE8LN0UcJFaEWmGOMGb+/p1OKiIiISGRysDbNAzqHG5nRwI/GmK+AO6y1GQDGmJeA/sAzwCfW2sHh8e7AS8CZwHygjbXWb4ypAfxpjJlgrfUfbDBr7XZCFwMU297uexcREREpN6w1ZfJ14L/XTge2/mv4PHYttP4+0GO38Q9syM9AariA7ApMttZuDTc4JxMqNEVERETEhZyoTcM1Zmb4j9HhL7tbo9MAcYTXydw5Hpaw23j2bo3NWPazrubBMsZcfqBtdGWniIiIlFveGC+pZXWr0PKD2quatXY9gLV2vTGmani8JrB6t+3WhMf2NS4iIiIiLuNkbWqM8QJzgIbAIGvtL+HxYYSWUloA3Lnb9jcDAwAf0Hm38ROAoUBd4LL/clXnPpxpjKljrX1yXxuo2SkiIiLlViAvwLYl+1zu57+qbIyZvdufh1hrh+xz6/3b2+l4u59xEREREXEZJ2tTa20AaGGMSQXGGmOOttbOt9ZeGW6E/g/oBQwLbz8IGGSM6U1o/fgrwuO/AM2NMU2B940xX1lrc0vxffQFPjHGvGWtvX5vG6jZKSIiIuWWNyaKlKPK6Oz5CjZba9uUcK8Nxpga4as6awAbw+NrgNq7bVcLWBce7/Sv8WkHF1hEREREnBQJtam1drsxZhq71uDEWhswxowA7ibc7NzNcELryf/7OAuNMVnA0cDsf79+sKy1QWPMQOAXQM1OERERkd358/xsW+zYA4r2Zjyhs+LPhP973G7j/Y0xwwk9oCg93BCdBDxtjKkQ3u4M4P5DnFlERERESoFTtakxpgpQEG50xgFdgOeMMQ2ttUvDa3aeCywKb3+UtXZJePduwJLw+JHA6vADiuoCjYEVpZy1ITAK6L6vbdTsFBERkXIrKiaK1LI6e75y/y8bYz4ldFVmZWPMGkJPVX8GGGmMuRpYBVwU3vxLQmslLQWygSsBrLVbjTFPALPC2w201v77oUciIiIi4gIO1qY1CN1y7iX0MPORwBfAD8aYZEJLJ/0J3Bjevr8xpgtQAGwjfAs7cDJwnzGmAAgCN1lrN5fyO/kQuMRaO29fG6jZKSIiIuWWPy/AtsVlti7SfllrL93HS6ftZVsL3LyP4wwltAi8iIiIiLiYU7WptXYu0HIvL7Xfx/a37WP8Q0LNyLJ0obV27f42ULNTREREyi1vjLfszp6vKpvDioiIiMjhSbXpgR2o0QlqdoqIiEg5Fsh17spOEREREZHdqTbdkzGmK9CD0IM4/cBi4G1r7dJ97eM5RNlEREREIpK1ZfMlIiIiIlJSqk13Mca8CFwK/ATkE2p0/g2MMMZcvK/9dGWniIiIlFve2DK8VWhN2RxWRERERA5Pqk33cKa1tjmAMeYjYLq19l5jzGhCDdCRe9tJzU4REREpt/y5Abb9vd3pGCIiIiIiqk335DfGVA4/0b0O4TvUrbUZxpjgvnZSs1NERETKragYL6mNyujs+bqyOayIiIiIHJ5Um+7hSWCOMWYJ0Bi4BsAYUxn4c187qdkZoXJzc/H5fHg87l1WtaCgAGstPp/P6SgHLRgMkpeXR2xsLMYYp+MctLy8PKKiovB6vU5HOWiBQAC/309MTIzTUQ6atZbc3FxiYmJc/W87Pz8fYwzR0dFORzlowWCQ/Px8YmNjnY5y0Ky15OXluX6ucJo/L8C2v7UIvMj+aP6KHJq/Ioc+60SOw+WzTiAQcPXP0865wu0/T05TbVqUtXaUMWYKUB9YYq3NCI9vBvruaz81OyPML7/8ysMPP8eWzdl4PH4u7tWNAQP6u+oXd3p6Og8+8AQzZ84FDE2b1uX5Fx7jiCOOcDpasVlref/9T3hr8Efk53tISDDcc+/NnHPOWU5HK5G///6be+4ZyOpVWzHGT9czO/Doo/e6qmGYm5vLwIHPMenrH8BGUbtOJZ57/hEaNWrkdLQSmTjxK557ZhDZ2RafL8j1N/bl8st7u6oQWLt2LXff/TiLFq4CgpzU/jiefvphkpOTnY5WbIFAgBdf/B+jRn5JMBBN5SrxPPnUvbRt28bpaCUyY8ZMHn3kebZtzccb5efS3t257bYbXf2h0SllevZ8fdkcVuRQmvTVRN5/60VivXlkF0Rx/iXXcPGll7lu/nruufvYtGkxfr+lceMTufvuJ103f735ymtMGTeROI+XqOREbnv4ftq0bet0tBL5aeZMBj37NJ7cLLIDltN79OTam/q7av7aunUr//fQQJb88RcAtRs34MH/e4zq1as7nKz4rLV8/P57jPvoQ2I9Bn+Uj2vuGMBpp5/udLQSWbBgAc89NJCsjdvIswFO7tqZ2++7y1UNw+zsbJ4f+Ayzp/1MlPFQsXZVHvi/R2nQoIHT0UpkwtgJvP3y25gcDwGfn8tvvpyLe+/z2TGyH6pNQ3a7dR1r7TZgzv622eM169ZHMu1HmzZt7OzZs52OUWLLli2jZ88biYvuhs+XjLVBtmf8SO8+R3Pf/QOcjlcs1louuOByVi6pRVJiY4wxZGatJj7lZyZP+cw1E8+IEaN5cuAIUpPPwOOJxh/IYUfmlwwe8gAnndTO6XjFsnXrVs7s2hsT7EJsbGWsDZK+43c6nBLL668/73S8Yrvpxjv56Qc/KUktMMZDTu4mbNQUvp70KRUqVHA6XrH8+OMMbrrhGVISziHKG0swWMD2zG946NFLuOiink7HK5b8/Hy6dOlJdsaJJCTUwlpLxo5FNGyUxqjR77nmQ+9TT73AqE8Xkpp0MsZ4yC/IIKfgC8aMfZMjjzzS6XjFsnjxYnpddBsJvnOIjk4kaANsz5hOv2vacscdNzsd76AYY+ZYax3pONeNrm/vq/xUmRz7prTejr0viSxurU1nzPiRT/93J09fUZfEuGjy8gM8NXwVbbsP4LweFzodr1jy8/O5/PKuDBjgpXnzFKy1fP/9ViZOrMobb4xwzfz1yrPPkzn9dy5q1Aqvx8OW7B28MP8HnvvgbVfNXwNvvpbHT21JxYR4/IEg7/46nwonn8H1/W91Ol6xWGvpd0FvTvHXoWXVhgAs2ryKsblz+WTiGKKi3HEt0fCPP2LuyE+4+fiW+KK87MjN48kfZ9H/2Rdo1aqV0/GKZePGjVzfsy831utE9cSKBG2QSSv/IPuYyjz+/NNOxyu2O66/lSP+iaJ9tWMxxrBmx0Y+2vodH34xwjUnZKZNncagO97gwkoXEuuNJS+Qx9gtY+n7RB+6ndvN6XgHRbWp84wx3YEBwARgKqGnsOcCVYE2wHnAEdbavV6R5p5TaOXAO29/hAm2xecL/VIzxkNq8smMHv01BQUFDqcrnoULF7JyWR7JSU0Ki8fEhNpkbKvG1KnTnA1XAoMHf0RyUmc8ntBtTlHeOOJiO/HqK+84nKz4Ro0aS25OY2JjKwM7f55aM3PGArZs2eJwuuLZtGkTv/y8mNTkVhgT+nUVF1uF3KxGjB79ucPpiu+1V98lIaYzUd7QLWceTzTJ8Z0Z/OaHDicrvm+//Y70bdVISKgFgDGGlOSmLF+Wy+LFix1OVzz5+fl8/tnkwkYngC86GRNow9B3P3E4XfENHvw+Xnsi0dGJAHiMl9Tkjnz6yXiCwX2u0S37YW3ZfIm43fD3B3HPBUeQGBeqh2J8Xu66oBaffTzE4WTF991333LSSXk0b54ChOavTp0qkZS01lXz1/QvvubixqFGJ0Cl+CQuqtWMkR985HC64hs+7F2uPq4+FRPiAYjyerj6+KOZ8vlnrpm/5s6dS/I2W9joBGhSuQ71C1KYMWOGg8lKZuyHH3J9m+PwRYXuHkyKjeGGls346K3BDicrvrEjR3N6amOqJ1YEwGM8nFm3JQt//o30dHfcArx+/Xo2zF/JydWPK/zsXCupKm2jGvLl+IkOpyu+oa8Oo1tKN2LDn3VivDGcU+Ec3h/0gcPJ3Eu1KVhrxxNqaOYSWrdzAaFrU78GugLv7KvRCbqNPaKsWLGGmJhmRcaM8YCNIysri9TUMrqUuRRt2LCBYCBlj/GAP4XVq9c6kOjgZO7IJT4mrshYjK8C69dvcChRyS1fvoboqEp7jHtMKps2baJSpT1fizSbNm3CY/b8uY/2VmL5sjUOJDo4G9I2EeMrehVqVFQcOzJyHEpUcmvWrCMY2PN74Q8kk5aWRuPGjR1IVTKZmZlAXGGjc6eYmMosX77ImVAHYdXKdcTGFD0h6zFegoFocnNziY+PdyiZO3ljvaQ2LqP51T1Thshebdu8gZqVi96am5wQTUFelkOJSm7DhjXUrbvn9R116uCq+SslOhbPv+avmskVmLlqtUOpSm7DujXUaVylyFiU10NilMc189eGDRuo6k3cY7yaJ4m0de65P9Tm5xHvK7p2bZ0KqWxY+LtDiUpu/co1HJdQsciYMYYqMUls2bKFlJQ9P5NGmo0bN1I1es8apFpMKmtXuuezzrbNW0mNK/o+EqMTyU53z1wRSVSb7mKtTQcGhb9KRM3OCNKhY1vmz51LjK914Zjfn0NcfGCfl7BbayPq9pvmzZuDd+0euby+NbRte4WDyUqmXr0arFy+ibjYXQVZxo5/6NK1hYOpSqZDh7Z89cUooE7hWDDox3g2U69ePcdyFZe1NnRbltlIMOjH49n168pvV9ChYy8H05VMqzbHMH3KMpKTdq29k5O7kXoN3LOObZs2LYmKngQcUzhmrcXjWUuzZs32vWMESU1NJSa2AL8/hyjvrpMZ2Tn/0KGje9Y8a39ya95/dykVonf9PirwZ5GcEkVcXNx+9pS98ecG2LrIHVeAiBxqjZq35NeF8zmhWeXCsWXrMqlUve4+94m02vTYY9swYsRQunTZNWatZdasAnr1cs/8tcMEyMzPJdG368FEczasosU5JzuYrGSOaXsCv8ydwVnNd9VD27NzyI+Ojfj5a+fSb82bN2dYzjq6/evnfH7eOroed6xT8UospWo11qVncETKrs+Yv6xczTFtXHF3KwAt2rXljz/H0aBCjcKxgoCftXnp1KpVy8FkxdewYUOW56URCAYLr9oG+Ct7Jd1P7OdcsBJqclxTls9ZTv3k+oVja7LWULfRvucK2TfVpqVDzc4I0qdPL0aN+oLNGz0kJjQiL28r/sBPPP/igD0W7Z46dRpPPfkaW7dlER8fxS23XEmvXs6vnVS1alUuuOBURo34mviYthgTRVbOHxx/UnWOPdY9BcCjj93J5ZffScaO44mPq0Fm1kriEuZyxx3uuY39jDNO5+0hH/PP0p9JSmhOgT+L3PyfuOvuyyP2CZ6BQIBXXn6DUSMnUlAA9epVo+eFXfj04wnERbcjKiqBzKz5NGhcQJcupzkdt9juvPMmfppxDdsz8kmMr0tWzjpM9K889vjLTkcrthYtWtC6TVV+/eV7EuJaEAwWkJ37K5f2OY0qVaoc+AARwOPx8PAjt3PPXa/g87QjxleBHdl/U6XGGnr3ds/aTlde2Zfx4y5n2yZLYkIjcvM247c/8erzD0RUg8EtomK9VGhcRld/bCybw4ocKlddfwd333QJV+cGad0olQUr03lz0g4eeObdPbYdO3okI997CxPIIzo+hatvuZuOnTod+tD/0qJFCz7++BjeemsuPXpUIjc3wEcfbaVNm56umr9uuOdOXnjyOS6pdxzVE1P5df1yfirYypBe7nkAyCV9L+fGvl8BS2l3ZE1Wb83gnT+WcuPDT0Ts/JWdnc2rzz3D7B+m4bGWuk2aceSJR/PerCmceUQrooyXKev/pErLBq45+Qtw87338cxdd9CvaQMaVK7Eb2vXM3plGv97/DmnoxXbWd3OZsyHw/lqxRzaVW/MtpxMxqydzeW3Xuua50QkJCRw/lWX8M67E+hW7UTio+P4adN8Mo/wcEqnU5yOV2z977mZm3rdTLvtJ1E/4UhWZa1iuv2eVx58xelorqTatHToAUURJiMjg6FDP+L7aT9Rs1YNbrzxitDVkruZM2cOV/Z7mMS4s4mOTiQQyCMjczKPPt6XCy7o4VDyXay1TJnyLR+8P5q8vAIuurgbPXue56onygOsWLGCN98cxt+LltG6zTFcd90VVKtWzelYJZKTk8Pw4aOYOOFbKlRI5brr+3D88cc7HWufHnv0/xg/ehkVk9rh8USRk7uJPM9kHht4K5+NmcS2bds559zTuPTSiyO2YbsvaWlpDBnyPr/NmU/Tpg254cZ+1K3rrrOdfr+fsWPHMWrkF/hifPTrdxGnndY5Yj+g7Mv8+fN58433WbduA507t+OKfn1cswD8Ttu3b2fYsI/4ftov1K1bkxtuvIKmTZs6HeugObkIfJ3o+vbuCmXT7L5106WuWQReypaba9O0tDQ+/fAdFi/4g7r1G3Pp5dftMX+N//wzZnzyKvee1Yj4mGi2Zuby8Pi/uenx12jduvU+jnzo+P1+xo8fy9SpnxEd7aNbt8vo3Pk0V85fn74zjE1pabQ5uT2XXN7XlfPX8I8+4PefZlKjVm169bsqouev26+7huNNBmc2PRKPxzB3zQYGzV9L3xv6881nE/H7A3TteS7de3R31RPlIfRw3E/efYfVy5fRrGUreve70jUnAHbKzs5m1KfDmTF5GikVK9Drqsto46KrU3eaMWMGo98bTuaOTDp360LPiy8kJibG6Vglsm7dOj4Y8gEL/1xIw2YNueL6K6hTp86Bd4xQqk3dT81OF+rT53qWLGpAXGzVwjG/Pwdf/CSmTnXPQ1tEdpednU3Hk3tSIebSIh8+tqTPo+/VdbljQH8H04lIWXKyoKyf1Mg+0eK1Mjl23x/PKjcFpezf4V6bXnb+mbzYrRbJ8buuplq2IZ13F8fw4ptDHUwmcvBWrFjBC7dcy5OnF23Yvz97IQ0vvpZu55zjUDIRKWuqTd1Pt7G70JrV64iNObHIWFRUHJk7ch1KJPLfbdmyBa9J2eMqizhfVRYvXuFMKBE57PlzA2zRukgi/4k/J6tIoxOgXpVk1k9d6lAikf9u3bp11EvZ86FJRybHs271SgcSiUh5oNq0dKjZ6UKtWh/DtG+Xk5y0awHgvLyt1KxZeT97iUS26tWrY7zpezyMKCd/Be1Pbu9gMhE5nHljynBdpM1lc1iRSJNcuRprt2ZSs+Kup1TPWb6Rpse2cjCVyH/TqFEjBm9K3+OhW7M3pHNm75YOJhORw5lq09KhZqcLDRhwIzNnXEt6RoCkxHpk56QRsDN4+BH3PGBD5N+io6O57Y6refapj0n0nUxMdArbsxZSscY6evZ0fi1aETk86ey5yH93/YD7eezBW7n1lFo0qpHKnOWbePuXLTw3RA+nEPeqXLkyrU87kxe//46+LUPr0U78axmbEypz4oknHvgAIiIHQbVp6XDXKsoCQO3atfls7LucfU4McUmTOLF9BiNHvUbr1jp7Lu526aUX8ebb93Jks6X4UifT96ojGfPZ+8TH73kLkYhIabG2bL5EyotWrVrz0CtDmbC1OrdPXMcsz9G88M4n1K5d2+loIv/JrXffS/urb+P1pdt5fM4qkjv34JUh77juYUQi4i6qTf87XdnpUjVr1uTp/3vE6Rgipa5du3a0a9fO6RgiUk5ExXqp2CS1bA4+s2wOKxKJGjduzMDnXnU6hkipMsZwVrdunNWtm9NRRKScUG1aOtTsFBERkXLLnxtg80LdKiQiIiIizlNtWjrU7BQREZFyKyrWS6UmZbQI/E9lc1gREREROTypNi0danaKiIhIuaWz5yIiIiISKVSblg41O0VERKTc8pbl2fOfy+awIiIiInJ4Um1aOtTsFBERkXJLZ89FREREJFKoNi0dana6RHp6OosXL6ZGjRrUqlXL6TgiIiKHhdATL8vo7PkvZXNYkUiwceNGVq5cSb169ahSpYrTcURERA4Lqk1Lh5qdEc5ayyuvvMFHH06EYHUw2zi2RU0GDXqe+Ph4p+OJiIi4mj83wOZFGU7HEHGNQCDA/z36IMt+/4kmVRJYuCmLRm07cO8jA/F4PE7HExERcTXVpqVDFUmE+/bb7xj27jSSYi4mOb4TyXHn88csH0888bzT0URERNzPgi2jL5HD0UfvDSVp3R+8fkFL+ndsxOs9WxCzYjaffvi+09FERETcT7VpqdCVnRFu6LsjSIhphzG7+tIpScfyzaRPeOqpoM6gi4iI/AdRsV4qNUkum4P/WjaHFXHSN+NG89rZRxX+2RjDZSc0YMDYkfS54koHk4mIiLifatPSoWZnhMvKysbriSkyZowHaw22vLXmRURESllBboBNulVIpNgC/gJiorxFxuKioyjIz3cokYiIyOFDtWnpULMzwvU4/wxeeX4GFVNPKhzLyl5Lk6Z18Hq9+9lTREREDiQq1kvlsloEvhydPZfyo8UJ7fn+7wWc2rR24dh3i9bQpv0pDqYSERE5PKg2LR1qdka43r178dWX37Hk728hWBvYSkLKKp559k2no4mIiLieX2fPRUrkulvu4NarL+OfrYtpXjWReRsymb3Nw+vDbnU6moiIiOupNi0danZGuJiYGIaPGMoPP/zAzz//Rv36rejW7Sw9iV1ERKQUhM6ea10kkeKqWLEiQ0eM5dspk1n090KadGzGTad1wefzOR1NRETE9VSblg41O13A4/FwyimncMopuj1IRESkNPlzA2xaqLPnIiXh8/k46+xucHY3p6OIiIgcVlSblg41O0VERKTcior1Urmpzp6LiIiIiPNUm5YONTtFRESk3PLnBtios+ciIiIiEgFUm5YONTtFRESk3LKAtU6nEBERERFRbVpa1OwUERGRcqtMbxWaVTaHFREREZHDk2rT0qFmp4iIiJRbWgReRERERCKFatPSoWaniPwn+fn5TJnyLfPn/80xxzShS5fTiI6OdjqWiEixRMV6qdykjM6ezy6bw4qIyL5lZ2cz6esvSVuzimNaHc9JJ52Ex+NxOpaISLGoNi0danaKyEHbtm0bvXpdw4a0VIytBmYeL6ObRrkAACAASURBVFd/m5Ej3yU1NdXpeCIiB6RF4EVEDh8rV67k3pv6cXr9WI5KjWHa218yfNgRvPTmO/h8PqfjiYgckGrT0qFmp4gctOef/x9p6+pTIaV5eKQRG9b9xYsvvM4TTz7kaDYRkeKIivVSpazWRSpHZ89FRCLBCwMf5P5Tq9P4iAoAnNwU3vthGWPHjKLXpX0cTicicmCqTUuHmp0ictCmTfuZ1OQLi4ylJDflu+9G84RDmURESsLps+fGmFTgHeBoQg/gvMpa+5Mx5hagP+AHvrDW3mOM6QPcvdvuxwKtrLV/HOrcIiKRpqCggC3rltP4tOOKjHc7rgbPTJqgZqeIuIJTtakxpjbwAVAdCAJDrLWvGmMeA64FNoU3fcBa+6Uxph6wEPg7PP6ztfaG8LF8wOtAp/CxHrTWjjk07yREzU4ROWi+6Gj8eX683l23BQWDBfjidJuQiLiDJVSBOehV4Gtr7YXhwjDeGHMqcB5wrLU2zxhTFcBa+zHwMYAx5hhgnBqdIiIhHo+HgoDFWosxpnA8K7eAuPgEB5OJiBSfg7WpH7jTWvubMSYJmGOMmRx+7WVr7Qt72ecfa22LvYw/CGy01jYyxniAimWUeZ/U7BSRg3Zp7+4M+t9MKqR0KBzLyPyFW64+z8FUIiLFFx3rpapDtwoZY5KBjkA/AGttPpBvjLkReMZamxce37iX3S8FPi3FtCIirub1ejnuhI5MmruAM4+rBUAwaBk2cxXn3jzQ4XQiIsXjVG1qrV0PrA//7x3GmIVAzYP8m64CmoSPFQQ2H+RxDpqanSJy0K65ph9Llixn6rejgapYNnLm2S256qrLnY4mIlIsBbkBNjh3G3t9QrcEDTPGHAfMAW4DGgEdjDFPAbnAXdbaWf/atxehqz9FRCRswP2P8OCA/kwZs5B6FWL4fW0mnc7tRceOpzgdTUSkWByuTQEI36LeEvgFaA/0N8ZcTqhdeqe1dlt40yONMb8DGcBD1tofwks0ATxhjOkE/AP0t9ZuOIRvQc1OETl4Xq+XF154ko0bN7JixQrq1atH1apVnY4lIlJsZbwIfGVjzO7n0IdYa4fs/tcDrYBbrLW/GGNeBe4Lj1cATgTaAiONMfWttRbAGHMCkG2tnV82wUVE3Ck+Pp6XBw9l1apVpKWlcW3jxqSkpDgdS0Sk2ByuTTHGJAJjgNuttRnGmDeBJwjdYf8E8CKhKzfXA3WstVuMMa2Bz40xzQnVsbWAGdbaAcaYAcALwGVl86b2Ts1OEfnPqlatqianiLiSv2zPnm+21rbZz+trgDXW2l/Cfx5NqNm5Bvgs3Nz81RgTBCqza2H4S9At7CIi+1SnTh3q1KnjdAwRkRJzsjY1xkQTanR+bK39DGD3KzKNMW8DE8PjecDOJZfmGGP+IXR30hwgGxgb3m0UcHXpv5X9U7NTREREyq2oWC9Vm5TR2fM5+3/ZWptmjFltjGlsrf0bOA1YQOh2n87ANGNMI8BHeK2j8CLvFxFa61NEREREDiNO1aYm9GS3d4GF1tqXdhuvEV7PE+B8YH54vAqw1VobMMbUB44ClllrrTFmAqEnsX/Hrvr2kFKzU0RERMqtCFgX6Rbg4/CT2JcBVwJZwFBjzHwgH7hi5y3shJqca6y1yxxJKyIiIiJlxsHatD2hW83nGWP+CI89AFxqjGlB6Db2FcD14dc6AgONMX4gANxgrd0afu1e4ENjzCuE7ky68tC8hV3U7BQREZFyq0yfeHmAKzsBrLV/AHu7najvPrafRmgtTxERERE5zDhVm1prfwTMXl76ch/bjyF0y/veXluJw3chqdkpIiIi5VZBboA0h594KSIiIiICqk1Li8fpALKnnJwc5s2bx7p165yOctCstSxdupSFCxcSDAadjnPQtmzZwty5c8nIcO8vm/z8fP766y9WrVrldJT/ZOXKlfz1118UFBQ4HeWgZWRkMHfuXLZs2eJ0lIMWDAZZuHAhS5cuZdddte6zbt065s2bR05OjtNRDlp2djbz5s0jLS3N6SiuZ8voS+Rwofkrcmj+igzWWpYsWcKiRYtc/Vln06ZNh8Vnnfnz57N69Wqno/wnK1asYMGCBfj9fqejHLTt27czd+5ctm7deuCNZb9Um/53h/zKTmNMbeADoDoQJPSo+1eNMRWBEUA9QusAXGyt3RZeJPVV4GxCT3TqZ6397VDnPlQ++mg4r7w8DGurgs3gmGNrMuiN50lISHA6WrEtX76c6667k61bogAvcfEZvPrqE7Ru3crpaMXm9/u5777H+O7b3zGmErCRi3t15Z57bif0I+kOkyZN5pGHX8BfUAVMDnXrxfPWWy9RpUoVp6MV26ZNm7ju2gGsXJmFMfFERW/miSfu4owzujgdrdistTz37CuMGTkZr61KgM2c2qUVT/3fI0RFuecC+9mz53DbrQ+Tm5sCBKhUOcCQIS9Sr149p6MVW2ZmJjffdBfz56cBSRizkTsGXE2fPhc7Ha1Ehg79kDcGfYQNVgWTQcuWdXjtf88SHx/vdDTXiXL4NnZxnmrTfbPW8sYrL/LTpPE0rpLAP1uyOap1e+59dKCr5q85c2bz/CP30DDVQ37AssEfx+MvvO66+euRe24jN20pNVJ8/JWWw0VX3swFF1/qdLQS+fSj95gwYghH1/GxenMBSTWO5rGnX3bV/LV06VIeu+tWakT58Xo8rMgM8MAzL3Lsscc6Ha3Y8vPzefLBh1k2+w9qJySzdMdWTrugB9ff0t9Vn3W+/uIrBj/zMkfGVGK7P5uoGqk8O+hlKlas6HS0YktLS+OuG+4iuC5IrIllg2cD9/zfPZzS6RSnoxVbMBjk5Wee5+evplA/sRIrsrZyXKf23PfYw3g8ur6upFSblg5zqM9sGmNqADWstb8ZY5II/d/dA+hH6ElOzxhj7gMqWGvvNcacTWjx/rOBE4BXrbUn7O/vaNOmjZ09e3aZvo+y8Ntvv9HvisdISeyOxxMqIDN2/EX7jobXX3/O4XTFEwwG6dy5B9k7TiYutioABQU7KAhO4LupY0hKSnI4YfG89NLrvDd0LhVSTgLA2iDbMiYz8IlLOP/88xxOVzyrVq2i+7nXkRh3Pl5vDAA7MldwZMPljBnzvsPpiq9nz8tY8U8DkhLrARAI5JGVO5YJE9+hVq1azoYrpjFjxvL0I2OolnRmYQG5MeMHLrvuOG697UaH0xVPRkYGnU+9EJ+3O9HRiQDk5G4kIXkG33471jWFTP/+d/Pj95CS3ByAYNBPRtZ43v9gIC1atHA4XfH8/PPPXHvNM1RIPhdjvACkZ/xJl64JvPDCkw6nOzjGmDnW2r2tW1nmqnkb2D6xz5bJsV/Ovsix9yXFp9p038aN/Yw/Rr7BXV2aF85fw2YuxtfqbK69qb/D6YonIyODay86m5fOb0ylpFgAlm1I56nvN/Hh2K9cM389fPftnBCzjNOPqQlAvj/AfaMXcO2jr7tq/hrxv9t59sr6RHlD/7+P/ymN+XmteOhxd3zW8fv99O1+Fg+ffCR1KoWaEZsysrlv8gLe+/xL1zRtX3vhRQp+/IPzGx8HQNAGef33HzlrwI10Pessh9MVz7Jly7iv743c2fQcYqN8AMzbtIKZiZt444N3HE5XPNZa+p7XlxO2HE+9pHoAZPuz+XDbh7z7xVCqV6/ubMBiGvnJcH4b9hlXNG2PMQZrLSMW/0q9CzrT79qrnY53UFSbut8hn92ttet3nv221u4AFgI1gfOAnR2Y9wkVmYTHP7AhPwOp4aL0sDNs6Ah83raFjU6ApMRmzJz5J7m5uQ4mK77ff/+djO0phY1OgOjoJHJz6jNlyhQHk5XM6NFfkpJ0fOGfjfGQFN+ed98Z7mCqkhk58nOCgWMKG50ASYn1WLEs3TVLJKxZs4aVK7IKG50AXm8MgYJjGDXqc+eCldCwd0dSMb5DkTPllRPbMWrERAdTlcw330wmP7dBYaMTIC62Kunbkvjjjz/2s2fkyM7O5qeZ80hOalY45vFEEeVpy9Ch7vm3/c47nxLrO6Gw0QmQnHQsU7/71dXLPDglOtZLtabJZfIl7qDadN/GD/+Qq9s1LDJ/9Tm+Ad9OHOtgqpKZMnkyZx6VVNjoBKhfLYUmKUFXzV/L/ppNl6OPKBzzRXm5st0RjBvxoYPJSmbcqPe47oyqhY1OgHNPrMZfc6a7Zv6aNWsWx1aMLmx0AlRJjueUWolMmzbNuWAlNO2Lrzj3qKML/+wxHno3bsmYDz52MFXJfD5iNGdWPqaw0QlwTJV6ZKxIY+PGjQ4mK77ly5dDGoWNToD4qHham9ZM/Nw9nxPGfzqSCxu0KZwrjDH0aNCSr0a7Z66IJKpNS4ej958YY+oBLYFfgGrW2vUQKjqNMTu7ZTWB3RfgWBMeW/+vY10HXAdQp06dMs1dVrZvz8AbVbXImDEGQzT5+fnExsbuY8/IkZmZSSDo22PcBmPIyMh0INHBKcj3E+XzFhnzemPJysp2KFHJbduWQZQnbo9x44kjM9Md34usrCwgZo9xrzeObVvTD32gg5SdlU2Mt+j3whgvBQXuWeMpI2MHweCe34ugjQl/nyJffn4+4Nvj9qyoqHjSt7tn3bCM9B1EeesXGQudRffi9/uJjo52KJk7FeQGWK9F4CVMtWlRuTnZJMcVreuivR5swD1rymXtyCAl1rvHeEqs11XzV4LPu8f8lZLgI2uVe+qhrB0ZpCYWnaOMMcREG9fMX5mZmaT49rxeKMXnJXPHDgcSHaRAkChP0X8XSTGxZLnoPezYnk5t356fdRKiYsjOdsdntszMTOLNnu8h3htPxjb31Ca52TnERRedK2K80RTk5TuUyN1Um5YOx+7bMMYkEnpM/e3W2v19J/e2aMge995ba4dYa9tYa9u4aT3C3XU/rws5uQuKjOXlbaVqtXiSk93RhW/VqhVRUasJBncVwdYGifIt45RTOjiYrGRatW5OZtaKImPpGfPp2rWjM4EOwjnnnEbALi4y5vfn4PNtp0GDBg6lKpmGDRvi823H7y+6CH/QLqLbOe5Zs7PLGSezbcf8ImPpWcto1aa5Q4lKrlOnjkT5/sHaXQ3aYLAAr3cNLVu2dDBZ8aWmplKlagx5eduKjOfk/kX38053KFXJdT+vC1k5fxUZy8ndRO06FYmL27Nglv2LjvVSvWlymXyJu6g23dPxHU5lyoKiD/2Ys3wDRx19nEOJSq59x1OYtCSDYHDXtyivIMDMlZmumr8KfCms3Vr0ZPVXczfQvsvZDqUqufadz+aLWZuLjC1fn0lM8hGumb/atm3Lj6vTKQgECseCQcu3K7dzUvv2DiYrmXpNG7NoY9E7vaau+JsOLloT/5QzuzBzS9HPOum5WWw2Oa45wdSkSRPWedaTs9tnHWst8/zz6NS1k3PBSqjtKe35eW3R78Vv65dzdFv3PLMjkqg2LR2OXNlpjIkmVEx+bK39LDy8wRhTI3zmvAaw89rzNUDt3XavBbjjHtwS6tGjO2PHfsVf87/Fw5EEgtuJjVvMiy++5HS0YktKSuK++2/gqSfeJhg4GmOiwLOAyy473VWLwD/22D1cfNG1bN++Ea+nCgG7liNqp3PTzQOdjlZsJ554Ip06j2Pa1K/wcBSBQBZRvgW8+trDeL17XuEQibxeL888+wB33P4U/symeDzxWLOEzl0acPzxxx/4ABGi/y3X88P0q9i0Np1oUxO/3UhshZU8/MgQp6MVW/369bm0d2c++Xg8BJtirR9P1HweevgGEhMTD3yACPHSS49zxRUD2La9EV5vKkGWc8xxsXTv3s3paMV28cUXMm7cNyz5eyqGugSD24iNX8Lzz7/mdDRX0tlzAdWm+3Ll9TfR/6qZrN2xmBY1kvl7UybfrsnjpbdfdjpasdWvX59jT+3OvZ+N57yjK5FXEGTU3M30vmGAq+avux97hgfvvIEeRydSMzWW6UvTSYuuzY3dznU6WrGd3/Nibps8kfSxq2jfJJ6Vm/L4fHYBj7841OloxZaamsoFV9/Ene+9Sc+m1Yn2ehi3KI323Xu5Zi15gAEPP8gdV15D++2bqZdUgfnbNrA4ys+bV1/ldLRi63jKKXx59ATemTeF41Prsy0vk6kZi7nvxSdcsxavz+djwMABvHzfy7TxtCbOE888/zwadjnKNSdjAK675WZu7NuP9UsyaZxchX92bGGOfzOD7nbPv+1Iotq0dDjxgCJDaN2jrdba23cbfx7Ystsi8BWttfcYY7oB/dm1CPxr1tr9djncugg8hB7wM336dKZN/Zk6dWvQo8e5rnqa3E4rVqxg7NiJ5Obk0f28M2ne3D1XsO2UnZ3NhAlfsGDBUtq0OYauXc/A59vzFv1IZq1l9uzZfP31VCpVSqVnz+6uWeh6d2lpaYwePY5t29I566zOtG7d2lVPioTQLWhffz2J3+f8RZNmDTj33G6uWcR+d/Pnz2fC+EnExsVw/vnnuOokxk5bt25l7NgJrF61nlM7t6NDhw6uKYp3CgQCTJ06jR9/mEXdekdw/vndSU1NdTrWQXNyEfiaCY3szU1fL5NjPzina7lZBN7NVJvuX35+PpMnTWLx/D+o07AxZ3U7x7Xz19RJX+KLiaHrOee5dv76csI4Nq1fQ6t2HV07f02bNpW5c2ZStUYdup3bw5Xz17Jly/h6wjhsMEDnM7vRtGlTpyOVWGZmJl9MmMCaf5bTrGULTju9i+s+6wSDQWbNmsWPU6aRWrki555/HlWrVj3wjhFm3bp1jB8znsz0TDqf3ZmWLVu67rNOXl4eX3/5FUvmL6B+08acefZZrpwrdlJt6n5ONDtPBn4A5gE774d8gNDaSCOBOsAq4CJr7dZwAfo6cCaQDVxprd1vtejmglJERKS8cbKgrOptYHuV0RMvXy9HT7x0M9WmIiIisjvVpu53yG9jt9b+yN7XOgI4bS/bW+DmMg0lIiIi5Zbdc7lFKUdUm4qIiEgkUW363zn6NHYRERERJ+1cBL5MzCmbw4qIiIjI4Um1aelQs1NERETKLS0CLyIiIiKRQrVp6VCzU0RERMotnT0XERERkUih2rR0qNkpIiIi5VZBboB1OnsuIiIiIhFAtWnpULNTREREyq0onT0XERERkQih2rR0qNkpIiIi5ZbWRRIRERGRSKHatHSo2SkiIiLlVnSslxrNyujs+eyyOayIiIiIHJ5Um5YONTtFRESk3Aqti5TudAwREREREdWmpUTNThERESnXgk4HEBEREREJU23636nZKSIiIuVWdKyXGk1Tyubg5ehWIRERERH571Sblg41O0VERKTcys8NsFa3ComIiIhIBFBtWjrU7BQREZFyyxfr5YimWgReRERERJyn2rR0qNkpIiIi5ZbOnouIiIhIpFBtWjrU7BQREZFyS+siiYiIiEikUG1aOtTsFBERkXKrQGfPRURERCRCqDYtHWp2ioiISLkVHevRukgiIiIiEhFUm5YONTtFRESkXLNOBxARERERCVNt+t+p2SkiIiLlVn5ugDW6VUhEREREIoBq09KhZqeIiIiUW75YLzWbldEi8LPK5rAiIiIicnhSbVo61OwUERGRcktnz0VEREQkUqg2LR1qdoqIiEi5FR3rLbtF4MvR2XMRERER+e9Um5YONTtFRESk3CrQ2XMRERERiRCqTUuHmp0iIiJSbkXHeqnZVOsiiYiIiIjzVJuWDjU7RUREpNzKzw2wWmfPRURERCQCqDYtHWp2ioiISLlmsU5HEBEREREBVJuWBjU7RUREpNzSrUIiIiIiEilUm5YONTtFRESk3CrQrUIiIiIiEiFUm5YONTtFRESk3IqO9VJLZ89FREREJAKoNi0danaKiIhIuRVaBH670zFERERERFSblhI1O0VERKTc8sV6qdUstWwO/mvZHFZEREREDk+qTUuHmp0iIiJSbuXnBlils+ciIiIiEgFUm5YONTtFRESk3PKV5bpIBzh7boyJBaYDMYRqstHW2keNMe8CbQADLAb6WWszjTE3ADcDASATuM5au6BswouIiIjIoeZwbToUOAfYaK09Ojw2Amgc3iQV2G6tbWGM6QPcvdvuxwKtrLV/GGMuBR4ALLAO6Gut3Vyab+VA1OwUERGRcsvhdZHygM7hRmY08KMx5ivgDmttBoAx5iWgP/AM8Im1dnB4vDvwEnCmM9FFREREpLQ5XJu+B7wOfLBzwFrba+f/Nsa8CKSHxz8GPg6PHwOMCzc6o4BXgWbW2s3GmOcI1bKPHaL3AKjZKSIiIuWYDf/Hkb/bWkvoCk2A6PCX3a3RaYA4QmfF2TkelrBzXEREREQODw7XptONMfX29lq4Lr0Y6LyXly8FPt25afgrwRizBUgGlpZ62ANQs1NERETKLV9sFLWaOrcIvDHGC8wBGgKDrLW/hMeHAWcDC4A7d9v+ZmAA4GPvxaaIiIiIuJTTtel+dAA2WGuX7OW1XsB5ANbaAmPMjcA8IAtYQmgZpkNKzU4REREpt/Jz/WW5CHxlY8zs3f48xFo7ZPcNrLUBoIUxJhUYa4w52lo731p7ZbgR+j9CBeSw8PaDgEHGmN7AQ8AVZRVeRERERA4tp2vT/dj96s1CxpgTgGxr7fzwn6OBG4GWwDJCtez9wJP/JXhJqdkZgZYtW8bvv/9OlSpVOOmkk4iKct+3KTMzk+nTp1NQUECHDh2oWLGi05FKLBgMMmfOHFauXEmTJk1o3rw5oSu33WXdunX8/PPPJCcn06FDB2JiYpyOVGJ5eXn88MMPZGRkcOKJJ3LEEUc4HanErLXMnz+fv//+m7p169K6dWs8Ho/TsUpsy5Yt/Pjjj/h8Pjp27EhCQoLTkUrM7/czc+ZMNm3aRMuWLalfv77TkQ7K0qVL+fPPP6lWrRrt2rXD6/U6HcmVyngR+M3W2jbF2dRau90YM43QGpzzw2OB8KLwdxNudu5mOPBmKaYV2SvNX5FD81fk2LFjBz/88AN+v58OHTpQoUIFpyOVWDAYZNasWaxevZpmzZrRrFkzpyMdlDVr1vDLL79QoUIFTj75ZHw+n9ORSiw3N5fp06eTlZVFu3btqF69utORSsxay9y5c1myZAn169enZcuWrvzsHAkipTbdXXgdzp5A6728fAlFm6AtAKy1/4T3HQncV/Kw/437umiHMWst99//OJO+/oO8nJpEx2RSsdKLfPzxm65q7syYMZPbbn2MvNx62KCX6JhBPPDgDVx0UU+noxVbRkYGfftez5pVXvJyU/HFjuTYYyvy9juvuWoCffXVN3lv2ETyc+vijc4jIfFF3nvvFRo3bnzgnSPEokWLuLLfHWRlHkHAH0N0zDtcfU13brnlBqejFVt+fj7XXnMrf/25jYLcakTHbqVWPcuHHw0mKSnJ6XjFNmrUZzz91FsU5NXHeALExL7M/14fSLt2JzodrdjWrl1L3z43sm1rRfLzEoiJ+4CzzmrFU08/4pqCLBgMctddDzH1uwXk5dTEF5NJ5aov8vHHg6lWrZrT8VwnPzdQlmfP98sYUwUoCDc644AuwHPGmIbW2qXhtZHOBRaFtz9qt1uHuhG6LUikzOTn53PPrTfh27yS4yrH8kV6AW+ZZF5+611XzV/jxo5m1LsvckazOPL8cNX/nmDAIy9ywontnI5WbGvXruWe/lfSuoafmsnw0vB8ah3biXsfesJV89cTD93L5r9/pV3tOGbuCPDWS9G88OYwV81fP3z/Pa8+9ignV66M13j46KWX6HfnnZx97rlORyu27du3c0u/66mc7qWmJ5Vv/J+S0KQGzw96xVUX2gx6+SVmfzWBDjUqsCzfz+Bnn+bpQYNp2LCh09GKbd68eTx+x220q1iBxCgPd73+Gqdf2ocrrrnG6WjFlpuby4DrbiJqfToNfanMyE/njUpxvPruYFeeWHKak7XpfnQBFllr1+w+aIzxABcBHXcbXgs0M8ZUsdZuAk4HFh6ypDuzhdbGP7y0adPGzp49+8AbRpjJk6dw5x1DSU0+vbBoycpaQ8PGyxk+4l2H0xVPXl4eHTp0J9qcR1RUPADBoJ8dOaP45psPqVq1qsMJi+e+ex/jqy+zSE1uXji2Lf0nburflhtucMfEM3/+fPr0fpCUxPMI/Q6CvLytJCRPZ8q3Y11RGFtrOa1zD7J3dCImpkJ4LEh65jg+Hf5/rjkD/eYbQ3h70O9UTtn1oWprxjy6dk/iqacfcTBZ8aWlpXFm1ytIir8IjydUBPv92fjtOH74cYJrTgJcdFE/li89ioT4mkDoZ2x7xje89Mo1dOlymsPpimfixC944L5PqZDSpXBsR+YKmh+zng8/esvBZAfPGDPnYM4yl4aqCQ3thUe/VCbHfvPX8/b7vowxxwLvA17AA4wkdIvPD4QWczfAn8CN1toMY8yrhIrNAmAb0N9a+1eZhJdS5dbadOiQwfhnfUHvtkcVjn3z10qWVGrOvY8MdDBZ8aWlpXH3NT1465rG+KJDVxBuz8zj5g9W8eHYb10zf9189aVc1yqX5nV21kOWp8f+w8l9H+G007ocYO/I8OUXE/lj5MsM6LrrpPvvKzYzclUiLw8e6mCy4svOzuaybt14pn07kmJjAcgtKODe6T/w5pjPXHM328N33U/thX7aVN/1vRi7fCZNrjiVPldc5mCy4vvtt98Y9vA9PHpqWzye0Oea1VvTeeGv1Xzw2ThXfNYJBoNc2u1sHmp5NFWTEgEIBIM8NG0G978xmKOOOuoAR4gMb772OtmTf6Nb/RaFY1NX/kVmm3rc/dD9DiY7eOW4Nv0U6ARUBjYAj1pr3zXGvAf8bK0d/K/tOwHPWGtP/Nf4DcBthGrWlUA/a+2WUnwrB+Se0zblwKefjiM2pkWRX8wJCbVYsmQmWVlZrjgrMnv2bAryjiAuMb5wzOOJwp/fiClTvqN370scTFd83333EylJvYqMJSe2YvSobe+3owAAF5xJREFUL1zT7PxszESMPbqw0QkQE1OR7dt9LF++3BW3Pi1btoyM9FgS4nbdGmSMB2ObM2bMRNc0O8eM/ooKid2KjFVIas63U4bz1NMOhSqhyZO/xZ/fCE/irmkjKiqe7MwazJ49m5NOOsnBdMWzY8cO/lm6iaT4ToVjxhhifccx/NPxrml2fvrJeOJiWxYZS0qsx4IFP5OXl+fKpSqclJcbYKVDZ8+ttXMJrWf0b+33sf1tZZtIpKipX07gpS4Niox1aVqH4Z9NdyhRyU39bgrdj0ssbHQCpCbGcHzdaFfNXzlbVtO8TqPCMWMMF59YhQ8mjnZNs3PKhNHc0Lro3Wot61Vm0I/zXDN//fLLLxxfqWJhoxMgNjqaU6pVY9rUqfS84AIH0xXfnzNn06PJxUXGTq/ZkiFjxrum2fnNuM8576hahY1OgNoVU0jxL2Xt2rXUqlXLwXTFs2jRIur6ogobnQBej4dudWsx+csvOeo2d0z70774mgePKvrMxI61m/LId1+DS5udTnK4Nr10H+P99jE+DdjjNr9wU3TwHjscQmp2RhBjDNjgHuMW64ozUxB6D5a9XS0cdM17ANh7VItx0RpVHo8X9vK9MK77edrLvwlrXbVe2L7+Xbjk2wCA1+vda15jcM33whiDMXt+Hyzg8brjPUA4617uynDTXBFJfLFeapfdukgirmYMe6/rXPSrxuPxENzLW7C4a/7a29141rrnPUCoNg09k62ooHXP/OXxePb6Scdt3wvC/7bNbv+YLe6qrz3evX8vgi76nLCvn6cgtkgTN9Lt7XdU8DC8g/hQUW1aOtzxW6Cc6NPnfHLzfyvyi2JH5gqaNa1NfHz8fvaMHG3atCE2No2CgszCsUAgn2jfEk4/3R1XTQGcfkYHMnbMLzKWsWM2l1zS3aFEJXfBhedgzTzsbg303NzNVKgUpF69es4FK4EjjzySChX85OZuLhyzNgie+Vx4oXvWRbq417lsyyx6++K2HXM5o2vHfewRebp06UyUbzHBYEHhWEHBDnyxabRq1crBZMWXmJhIo8ZHkJm1qnDMWkte/m/06dPDwWQl07v3eeTkzfnXXLGMFscd5ZrbMSNJfm6AlYu2l8mXiNt1Ofd8Rv62rMjYV3+t5PiOnfexR+Q5tXMXJszNIjffXzi2OT2XWav8rpq/kqrV549lWwvHrLV8MnMjZ3TvtZ89I8vp3S9k+Kw1ReavX//ZSM0GzVwzf51wwgnM2rKV7Tk5hWPZ+flM27CBUzp1ci5YCbXucCK/pi0qMjZp7W+cfdF5DiUquTN79GTs36sJ7nY2Y/nmbeTEJrrmeReNGjVijT/I+vSMwrGCQIAvVqzhjG7nOJisZE7r3o1JK+YVGftu1QI6dHXP5/9Iotq0dGjNzghirWXg48/w+ecz8OfXJip6B1WqZvPRx4Nds9YlwOzZc7jpxgfIy6sVekCRbwWPD7ydc8452+loxZaVlcUVV9zEsn/yKMirQJRvA8cfX4dBb7zgqkW733prGIPfHIG/oB7eqFySkjbz3vuv0qBBgwPv/P/t3X2QXXV9x/H3l112Fwh5IgZCICQ0QELjIJgJATvWkaKIWlCxglIefcYWraiodLAVFREUUEFRUagWpagVH1oaFUodTDDgTEAgEEIatsQ8kJAguJvd5Ns/7okuMQE2uXfPufe+XzOZ7Dn35Ox397dn7yff3z2/WxFLlizhjDPO5XdPvoBNgz107rqMc95zMm996xlll/a8DQwMcM67z+PuX/WyqX8fOrsfZ9pBPXzjuquaZiID4Oabf8zHLryCTQNTYZdNdHf3ctXVn2T27G29KV81rVy5klPf8k7WrB7F4MAoOnddzutP+ksuuOADTfOqkszkgo9+nJ/8ZCGDGyeza9eTTNynn29+82omTJhQdnk7pMx1kcZ0TMu5oz7WkHP/14YzSvu6VC3Nmk0HBgb46PvPpX/5Yg6buDsPrutn/R4v4LKrvtJUz1//8eMfcv0XP8kxM3ejbwBuX7KRD338cl784ua5PFeuXMl555zBzHF9TB6zC794uI8/P/p4zj3vI031/HXJRReydOFtHDVldx7dMMjDv9+dS6+6tqmevxbMn88lH/4wcyeMp4PgjjVreNdHPsoxxx5bdmnP24YNGzj37Hex++pB9uscy+L+lUx68XQuuuzTdHR0PPcJKuJrX7qaW7/7HV6yzzjWbhxk0YaNXPKlazjggAPKLu15W7x4MRf83Xs4fMwoRnV0cMfKNZx49ls5+dRTyy7tedu4cSMfPOdc+pY+xvSe8TzS/wS57zgu+/IX2W233coub4eYTZufzc4K6u3tZdGiRUyYMIHZs2c3zcvwh+rr6+OOO+5gcHCQuXPnMnr06LJLGrbM5J577uHRRx/l4IMPbpoFore2Zs0a7rzzTkaPHs3cuXObqlm7xcDAAAsWLGDDhg3MmTOnqQLxUA8++CAPPfQQU6ZMYdasWU3zn5OhNmzYwPz58+ns7OToo4+mZ8iaVc1i8+bNLFy4kDVr1nDYYYcxefLkskvaIcuXL+eee+5h77335ogjjmjK54otygyUL9hjer5u1mUNOfdX7jyxbQKlnl2zZ1Ofv6rB56/qePrpp5k/fz6Dg4McddRR7LnnnmWXNGyZyaJFi+jt7WXGjBlN9WKIoVatWsXChQsZO3Ysc+bMacr/62zcuJH58+fz1FNPceSRRzbNG11tbfHixSxZsoSpU6dy6KGHNuVzxRZm0+Zns1OSJJWqzEA5umNazh11YUPOPW/DmW0TKPXszKaSJDUPs2nza75pD0mSpDrp7ulgyoyxjTl5Gy0CL0mSpJ1nNq0Pm52SJKlt9fcNsuyBdWWXIUmSJJlN68RmpyRJaltdPZ3OnkuSJKkSzKb1YbNTkiS1rY19gyx74Imyy5AkSZLMpnVis1OSJLWtrp5ODnD2XJIkSRVgNq0Pm52SJKlt9fcN8ojrIkmSJKkCzKb1YbNTkiS1tSTLLkGSJEkCzKb1YLNTkiS1ra6eDm8VkiRJUiWYTevDZqckSWpbG/s28YiLwEuSJKkCzKb1YbNTkiS1ra7dOpg6szGz579Y0JDTSpIkqUWZTevDZqckSWpb/X2bWOoi8JIkSaoAs2l92OyUJEltq7ung6kzxjXk3He00ey5JEmSdp7ZtD5sdkqSpLbV37eJR5w9lyRJUgWYTevDZqckSWprm8myS5AkSZIAs2k92OyUJEltq6ung2kzGrMI/II2ulVIkiRJO89sWh82OyVJUtvq7xt0EXhJkiRVgtm0Pmx2SpKkttXd08nUBs2e39lGs+eSJEnaeWbT+rDZKUmS2paz55IkSaoKs2l92OyUJEltq7uns2HrIi1so9lzSZIk7TyzaX3Y7JQkSW2rv2+Qh509lyRJUgWYTevDZqckSWpbXT2dTJsxriHnvruNZs8lSZK088ym9WGzU5Ikta3a7PnassuQJEmSzKZ1YrNTkiS1tc1k2SVIkiRJgNm0Hmx2SpKkttXd08GBM8c35NyL5jfktJIkSWpRZtP6sNmpSlm/fj2f++xVzPvpL+ju2pU3v+VEzjrrNHbZZZeyS5MktaC+vk0s8VYhSdvx2GOP8ZXPf5YHFt3N7qP25HVvOZNXv/YEIqLs0iRJLchsWh82O1UZAwMDvOlNZ/NY7wGMHf0GNv5+gCsvv50HH1zKJZf8c9nlSZJaUHdPBwc2aBH4e9to9lxqRWvXruX9bzuVd80ZzwdPmcG6p/r5wrcuZ+2a1Zx21tvKLk+S1ILMpvVhs1OV8fOf38pvHxvNuDEvBKCjo5txY17KT+fdxKpVq5g4cWLJFUqSWk1/36Cz55K26fv/9m1OmjmKOdP3BmD8qB4+8uqZnP2t6zn51NPp6uoquUJJUqsxm9aHzU5VxqJF90Pu86cP5ESWLVtms1OSVHfdPZ38WYNmz+9ro9lzqRUtuW8RZ0wb84x9nR27sO+YLh5//HEmTZpUUmWSpFZlNq0Pm52qjFmzDiFjEXDwMx+I1UyZMqWUmiRJra2/b5CHnD2XtA0HzpjFvQ/fwgEvGP2HfZs2b2bFhgH22muvEiuTJLUqs2l92OxUZRxzzMuZuPc1rFpxP2NGH0LmJtY/uYBjjn0h++yzjVd8SpK0k7p6Ohu2LtIDbTR7LrWiN7zpzZxz6nfZd+xqXjR1Ak/+foAv3LqEV77+FG9hlyQ1hNm0Pmx2qjK6urq48cavccklV/Lft93Errt28s53v5Z3vOOsskuTJLUoZ88lbc/48eO55MvX8+UrPsOV/7qI7t334MRTzuGE17+h7NIkSS3KbFofNjtVKePGjeNTn7qw7DIkSW1kM1l2CZIqav/99+eiS68suwxJUhsxm+48m52SJKltdfd0Mn3G+Iac++E2ulVIkiRJO89sWh82OyVJUtvq6xvkwQceL7sMSZIkyWxaJzY7JUlS2+ru6WD6zMYsAv/ILxtyWkmSJLUos2l92OyUJEltq79vkMXOnkuSJKkCzKb1YbNTkiS1rUaui7S8jWbPJUmStPPMpvXRNM3OiDgOuALoAL6amReXXJIkSWpyZa6LZLZpbo6fJEmqt5Kz6bXAa4BVmTmr2Dce+A4wFVgG/E1mrouIoJaDjgeeBs7IzLuLf3M6cEFx2osy87qR/DqgSZqdEdEBfBE4FugFfhURN2fmfeVWJkmSmllt9nyvhpy791lmz802zc3xkyRJjVBWNi18A/gCcP2QfecDP8vMiyPi/GL7Q8CrgIOKP0cCVwNHFs3RC4HZQAJ3FRlpXf2+kufWFM1OYA6wJDOXAkTEt4ETAAOlJEnaYbV1kdaU8anNNs3N8ZMkSXVXYjYlM2+PiKlb7T4BeFnx8XXAbdSanScA12dmAvMjYmxETCqOnZeZawEiYh5wHHBDg8t/hmZpdk4GHh2y3UutcyxJkrTDuns6OWhmY2bPV9zxrA+bbZqb4ydJkuquxGy6PXtn5gqAzFwREROL/dvKQpOfZf+IapZmZ2xjXz7jgIi3A28vNvsj4t6GV6XnYwJQzrSEtuZYVIdjUQ2OQ3UcUtYn/t1Ty265/Y4zJzTo9D0RsXDI9jWZeU3x8XNmG1Wa2bR5+bu/OhyLanAcqsOxqI52zKbDtb0sVImM2yzNzl5g/yHb+wGPDT2gGKBrACJiYWbOHrnytD2ORXU4FtXhWFSD41AdW4WuEZWZx5X0qZ8z26jSzKZNyrGoDseiGhyH6nAsqqNNs+n2rIyIScWrOicBq4r928tCvfzxtvct+28bgTqfYZeR/oQ76FfAQRExLSK6gJOBm0uuSZIkaUeZbZqb4ydJktrBzcDpxcenAz8Ysv+0qJkLrC9ud78FeEVEjIuIccArin0jqile2ZmZgxHxHmrfoA7g2sz8TcllSZIk7RCzTXNz/CRJUquJiBuovSpzQkT0UntX9YuBGyPibGA58Mbi8J8AxwNLgKeBMwEyc21EfJzaxDDAP295s6KR1BTNToDM/Am1b+bzsaNrDqj+HIvqcCyqw7GoBsehOtpyLIaZbVQxZtOm5VhUh2NRDY5DdTgW1dGWY5GZp2znoWO2cWwC52znPNcC19axtGGLWn2SJEmSJEmS1NyaZc1OSZIkSZIkSXpWLdfsjIjjImJxRCyJiPPLrqeVRcT+EXFrRNwfEb+JiHOL/eMjYl5EPFT8Pa7YHxFxZTE2iyLiiHK/gtYTER0R8euI+FGxPS0iFhRj8Z3iTRSIiO5ie0nx+NQy6241ETE2Im6KiAeK6+Mor4tyRMT7it9P90bEDRHR43UxMiLi2ohYFRH3Dtk37OsgIk4vjn8oIk7f1ueSqsxsOnLMptVjNq0Gs2k1mEvLYy5tPy3V7IyIDuCLwKuAQ4FTIuLQcqtqaYPA+zNzJjAXOKf4fp8P/CwzDwJ+VmxDbVwOKv68Hbh65EtueecC9w/Z/jTwuWIs1gFnF/vPBtZl5nTgc8Vxqp8rgP/MzBnAYdTGxOtihEXEZODvgdmZOYvam4icjNfFSPkGcNxW+4Z1HUTEeGoLox8JzAEu3BJEpWZgNh1xZtPqMZtWg9m0ZObS0n0Dc2lbaalmJ7UfuCWZuTQzNwLfBk4ouaaWlZkrMvPu4uMnqT1pTqb2Pb+uOOw64MTi4xOA67NmPjA2IiaNcNktKyL2A14NfLXYDuDlwE3FIVuPxZYxugk4pjheOykiRgMvBb4GkJkbM/MJvC7K0gnsFhGdwO7ACrwuRkRm3g5s/c6Lw70OXgnMy8y1mbkOmMefBlWpysymI8hsWi1m02owm1aKubQk5tL202rNzsnAo0O2e4t9arDiZfWHAwuAvTNzBdRCJzCxOMzxaazLgQ8Cm4vtvYAnMnOw2B76/f7DWBSPry+O1847EFgNfL24beurEbEHXhcjLjP/D7gUWE4tTK4H7sLrokzDvQ68PtTs/Bkuidm0Esym1WA2rQBzaSWZS1tYqzU7tzXT4dvNN1hEjAK+C7w3Mzc826Hb2Of41EFEvAZYlZl3Dd29jUPzeTymndMJHAFcnZmHA0/xx1sitsWxaJDitpITgGnAvsAe1G5L2ZrXRfm29713TNTs/Bkugdm0fGbTSjGbVoC5tKmYS1tAqzU7e4H9h2zvBzxWUi1tISJ2pRYmv5WZ3yt2r9xyq0Px96piv+PTOC8B/joillG7Re7l1GbTxxa3ScAzv99/GIvi8TH86cv6tWN6gd7MXFBs30QtYHpdjLy/Ah7JzNWZOQB8Dzgar4syDfc68PpQs/NneISZTSvDbFodZtNqMJdWj7m0hbVas/NXwEHFO5p1UVvw9+aSa2pZxZohXwPuz8zPDnnoZmDLO5OdDvxgyP7Tinc3mwus3/Kyce2czPxwZu6XmVOp/dz/PDPfAtwKnFQctvVYbBmjk4rjnZWqg8z8LfBoRBxS7DoGuA+vizIsB+ZGxO7F76stY+F1UZ7hXge3AK+IiHHFKyJeUeyTmoXZdASZTavDbFodZtPKMJdWj7m0hUWrXS8RcTy1WcMO4NrM/ETJJbWsiPgL4H+Ae/jjWjwfobY20o3AFGq/1N+YmWuLX+pfoLaI79PAmZm5cMQLb3ER8TLgvMx8TUQcSG02fTzwa+DUzOyPiB7gX6itZbUWODkzl5ZVc6uJiBdRW4y/C1gKnEltcsnrYoRFxD8Bb6L2Dr2/Bt5KbW0dr4sGi4gbgJcBE4CV1N698t8Z5nUQEWdRe24B+ERmfn0kvw5pZ5lNR47ZtJrMpuUzm1aDubQ85tL203LNTkmSJEmSJEntqdVuY5ckSZIkSZLUpmx2SpIkSZIkSWoJNjslSZIkSZIktQSbnZIkSZIkSZJags1OSZIkSZIkSS3BZqckSZIkSZKklmCzU1JpImL/iHgkIsYX2+OK7QMiYlJE/GiY57s0Il7emGolSZLUysymktQabHZKKk1mPgpcDVxc7LoYuCYz/xf4B+Arwzzl54Hz61ehJEmS2oXZVJJaQ2Rm2TVIamMRsStwF3At8Dbg8MzcGBFLgZmZ2R8RZwAnAh3ALOAyoAv4W6AfOD4z1xbnuwt4dWb+dsS/GEmSJDU1s6kkNT9f2SmpVJk5AHwA+Bzw3iJMTgPWZWb/kENnAW8G5gCfAJ7OzMOBXwKnDTnubuAlI1K8JEmSWorZVJKan81OSVXwKmAFtdAIMAlYvdUxt2bmk5m5GlgP/LDYfw8wdchxq4B9G1eqJEmSWpzZVJKamM1OSaWKiBcBxwJzgfdFxCTg90DPVocOnUnfPGR7M9A55LGe4t9LkiRJw2I2laTmZ7NTUmkiIqgtAv/ezFwOfAa4FHiQZ86ID8fBwL11KVCSJEltw2wqSa3BZqekMr0NWJ6Z84rtq4AZwGzg4YiYPpyTFQvKTwcW1rVKSZIktQOzqSS1AN+NXVIlRcTrgBdn5gXD/DdHZOY/Nq4ySZIktRuzqSQ1j87nPkSSRl5mfj8i9hrmP+sELmtEPZIkSWpfZlNJah6+slOSJEmSJElSS3DNTkmSJEmSJEktwWanJEmSJEmSpJZgs1OSJEmSJElSS7DZKUmSJEmSJKkl2OyUJEmSJEmS1BL+Hx98NoHJ1QW5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(221)\n",
    "GSLIB.locmap_st(df,'X','Y','Facies',xmin,xmax,ymin,ymax,Fmin,Fmax,'Well Data - Facies','X(m)','Y(m)','Sand (1), Shale (0)',plt.cm.inferno)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,0.06,0.24,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(223)\n",
    "GSLIB.locmap_st(df,'X','Y','Perm',xmin,xmax,ymin,ymax,permmin,permmax,'Well Data - Permeability','X(m)','Y(m)','Permeaiblity (mD)',cmap)\n",
    "\n",
    "plt.subplot(224)\n",
    "GSLIB.locmap_st(df,'X','Y','AI',xmin,xmax,ymin,ymax,AImin,AImax,'Well Data - Acoustic Impedance','X(m)','Y(m)','Acoustic Impedance (kg/m2s*10^6)',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=3.5, wspace=0.1, hspace=0.2)\n",
    "plt.savefig('All_location_maps.tif',dpi=600,bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks pretty good eh? Did you notice that I used inferno color map for facies? I just thought blue would not be a great color for shale and 'inferno' is pretty cool.\n",
    "\n",
    "#### Loading Gridded Data\n",
    "\n",
    "Let's load and visualize the seismic data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "seismic = np.loadtxt(open(\"AI_grid.csv\", \"rb\"), delimiter=\",\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once again, no errors, a good sign. Let's see what we loaded. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[6250.52964553, 6062.08826761, 5729.68846667, ..., 5575.57996327,\n",
       "        5813.09922552, 5742.13184937],\n",
       "       [5771.988716  , 5597.64187131, 5521.96027416, ..., 6053.16212045,\n",
       "        6359.1226083 , 5717.67473708],\n",
       "       [6078.43691485, 5616.30885698, 6131.16745175, ..., 6086.88555663,\n",
       "        6200.05621339, 6372.99092232],\n",
       "       ...,\n",
       "       [4094.71764802, 4517.56039725, 4174.15823958, ..., 5667.54345496,\n",
       "        5750.18330484, 5436.34525771],\n",
       "       [3721.34050381, 3873.66647872, 3620.96092963, ..., 5289.81801174,\n",
       "        5846.24960591, 5422.01858539],\n",
       "       [3584.05016736, 3617.29178159, 3484.38060765, ..., 5763.37885025,\n",
       "        5453.69698383, 5360.78233546]])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seismic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is an array. Good!  \n",
    "\n",
    "Let's get more specific. We can use the 'type' command to find out what any object is and we can use the shape member of ndarray to get the size of the array (ny, nx)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The object type is <class 'numpy.ndarray'>\n",
      "  with size (100, 100)\n"
     ]
    }
   ],
   "source": [
    "print('The object type is ' + str(type(seismic)))\n",
    "print('  with size ' + str(seismic.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing Gridded Data\n",
    "\n",
    "We have a 100 in y and 100 in x grid but we need more information. What is the origin, units, orientation and the cell size? This file format does not include that information so I'll give it to you. It is the same for any of the datasets that I prepared for this course. The cell size is 10m isotropic and grid goes from 0 to 1000m in x and y (origin is at 0,0 and the orientation is alligned with x and y (Eastings and Northings, no rotation)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "xmin = 0.0; xmax = 1000.0               # range of x values\n",
    "ymin = 0.0; ymax = 1000.0               # range of y values\n",
    "gcsize = 10.0;                          # grid cell size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use the pixelplt command reimplimented form GSLIB. To see the parameters type the name and run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.GSLIB.pixelplt(array, xmin, xmax, ymin, ymax, step, vmin, vmax, title, xlabel, ylabel, vlabel, cmap, fig_name)>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.pixelplt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x22fa08d9940>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.pixelplt(seismic,xmin,xmax,ymin,ymax,gcsize,AImin,AImax,'Acoustic Impedance','X(m)','Y(m)','Aocustic Impedance (kg/m2s*10^6)',cmap,'pixelplot_Acoustic_Impedance')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interesting, there are a lot of local variations in our subsurface unit in acoustic impedance. If acoustic impedance is well correlated to petrophysical properties then there is a lot of good information here.\n",
    "\n",
    "#### Visualizing Tabular and Gridded Data Together\n",
    "\n",
    "You may be concerned about the consistency between the acoustic impedance samples and the grid. It is a good check to plot them together. locpix is a program that I 'added' to my version of GSLIB as a PhD student to do this. I coded a lot of custom GSLIB in Fortran during my PhD, this is the only custom function that I included as I didn't want to confuse folks accustomed to GSLIB or using GSLIB documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.GSLIB.locpix(array, xmin, xmax, ymin, ymax, step, vmin, vmax, df, xcol, ycol, vcol, title, xlabel, ylabel, vlabel, cmap, fig_name)>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locpix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x22fa1636c50>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locpix(seismic,xmin,xmax,ymin,ymax,gcsize,AImin,AImax,df,'X','Y','AI','Acoustic Impedance','X(m)','Y(m)','Aocustic Impedance (kg/m2s*10^6)',cmap,'pixelplot_Acoustic_Impedance')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Other Ideas for Interogating Spatial Data\n",
    "\n",
    "Looks good. There is so much more that we can do to display our spatial data to learn form it. For example, what if we want to separate low and high porosity?  Try this, make a new property in the DataFrame with 0 for low porosity and 1 for high porosity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x22fa14e8ba8>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['cat_por'] = np.where(df['Porosity']>=0.12, '1', '0')\n",
    "\n",
    "GSLIB.locmap(df,'X','Y','cat_por',xmin,xmax,ymin,ymax,0.0,1.0,'Well Data - Porosity','X(m)','Y(m)','Porosity (indicator)',cmap,'locmap_cat_Porosity')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Comments\n",
    "\n",
    "This was a basic demonstration of visualizing data. Much more could be done, I have other demosntrations on basics of working with DataFrames, ndarrays and many other workflows availble at https://github.com/GeostatsGuy/PythonNumericalDemos and https://github.com/GeostatsGuy/GeostatsPy.\n",
    "\n",
    "I hope this was helpful,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
